{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a7547c61",
   "metadata": {},
   "source": [
    "#### 多因子03因子预处理-20231023-其它因子\n",
    "\n",
    "20231023-RSI因子预处理-其它因子<br>\n",
    "https://www.bilibili.com/video/BV1sj411C7u3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1215ddf7",
   "metadata": {},
   "source": [
    "## 因子预处理\n",
    "https://www.wolai.com/stupidccl/3QzCwVcyRScvSt9nUugzQG"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1d713f7",
   "metadata": {},
   "source": [
    "## <font color=\"red\">其它</font>因子"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1df939a2",
   "metadata": {},
   "source": [
    "## BTOP因子"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "a2d49117",
   "metadata": {},
   "source": [
    "### 市净率 PB (Price-to-Book Ratio)\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c62b3af9",
   "metadata": {},
   "source": [
    "PB属于估值指标，通常认为它们的值越小，其对应的股票估值越低、越值得买入。<br>\n",
    "如果PB值小于1，那么从直觉上来说，我们能够打折买到一家上市公司的股票，公司的账面价值就是公司的资产减去负债。<br>\n",
    "这听起来是一件很好的事情，而且有很多公司的PB值都是小于1的。<br>\n",
    "这背后的原因有很多，比如市场预计银行存在隐性的坏账，因此财务报表上的账面价值是被高估的；<br>\n",
    "又如有些传统的上市公司，其设备其实并不值那么多钱，这同样导致账面价值被高估。<br>\n",
    "但不可否认的是，PB确实是一个衡量估值的好指标，甚至在牛市的时候，会出现“消灭PB值低于1的股票”这样的口号。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d810bcb5",
   "metadata": {},
   "source": [
    "#### BTOP是PB的倒数<br>\n",
    "之所以取倒数是因为要符合因子的直观性<br>\n",
    "有些公司的股东权益合计可能为负<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ddb68f0",
   "metadata": {},
   "source": [
    "## ROE稳定因子"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3c97cfb",
   "metadata": {},
   "source": [
    "### 为什么需要ROE稳定性因子？\n",
    "\n",
    "除了ROE（净资产收益率）自身之外，ROE的波动性也是一件值得注意的事情。<br>\n",
    "有些公司近些年的ROE可能一直保持在高位，但把时间拉长之后，ROE会体现出忽高忽低的周期性。<br>\n",
    "这一情况在周期行业的上市公司中尤为明显，例如钢铁、煤炭类的上市公司。<br>\n",
    "周期行业公司的ROE往往波动较大，在好的年份ROE可以达到100%，而在差的年份几乎全行业亏损。<br>\n",
    "因此，如果仅看ROE的绝对数值往往就会失真。<br>\n",
    "我们希望挑选出来ROE高且较为稳定的公司，基于这样的逻辑，就产生了ROE稳定性因子"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "f33f06de",
   "metadata": {},
   "source": [
    "#### <font color=\"#FF0000\">标准差衡量的是一个随机变量的波动性，因此在衡量ROE稳定性的时候，就可以使用这一指标。</font>  \n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bc0f710",
   "metadata": {},
   "source": [
    "## EPS一致预期变动率因子"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "001973e0",
   "metadata": {},
   "source": [
    "分析师会通过市场的变化、对上市公司的调研最终给出一致预期的EPS （每股收益）。<br>\n",
    "但是随着经济活动的进行，例如上市公司所在行业发生了政策变化、上市公司高管存在某些问题等，分析师会逐渐调整EPS的数值。<br>\n",
    "\n",
    "我们可以通过比较当前和之前特定时期EPS的变化了解这一公司的基本面是在走上坡路还是下坡路。<br>\n",
    "我们通常会计算EPS一致预期3个月的变动率"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "264b1d5f",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "259dd985",
   "metadata": {},
   "source": [
    "若这一变动率为正，则说明当下的EPS预期好于之前，公司基本面有所改善或者进一步向好；反之，则说明基本面有所恶化"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
     "image/png": 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"
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D4brvMs1hPwav/XssPPDJeN3KbfhURhgXwP0K7PLMZpmQlojcztPn5v1ivDAPlDbQhnsNd5Tn60bH4ev/hQiZtRPsSqCFxUQtHnEPJOog5w4i8jTvQ5x7/9u/RciXb2zK6teHt18m5FPX/kSWE7uce+qTkuJHgHP/i0tKzs2mMcoYrHZt8TPPP0PIzz3/8je/u/6D9R/9jz9i/9Z/8Pa3v/AiIS++/sa33/7B+o9+sP72t4oLry18dUU2BWNy7k/Of+HTz/53/3Tyueee+6VnCPnlDz/n/33gnxDyvmc/8txzz00++8zMVxT2Ok8TZYwbEXhCBOzWqisoYmKn9i12K0hJ+ezlSVKDSfIAnkIX4xzadKl5wM2bxpBzB2BhOm+EeOTYcRzOj10pbBBYJ1g7oQC+GoNXOzxOoQbDn43JE7tluEs+hjBf5Iitcdc19PLErgFsPALtISwFODRdA4m0oM3IbSiRczuhNnwqIwytAqb/kDH2TLcKkXNLTdO/CbZhLkYRrBh7rh2qv1fpfw5Xwa7kOLbJ9oxIOsuMwkPGxMi5ZQyf7l2Ic1NdDsq5j7rvfu3zX/tDo3ava7ucO6Cb8SS6JcyQlm+dH3X/pvrGl/94u/XDq79OJUrx/6W/ImuZH7be+iIhLy55uiXFNCGvlTw3DvZBZY6QF68F8v90ocXYEYHTQkAwlHH1uRWMzeOOaomRp89KPH3u3p1SYZ3ZRfChXGQ5p5X7Cx1PCBYVjAq0hUKFa0d4SS99Yz5/X4LHqR7qxokF2i1X2Z0QV59b1Ro55xb4hwCzCmHvtUdltOkys21gr7znyjpQJ+RFOloX4TbM26ewJlR1DQGGUFei7xjIUystWylP9eJU1oHIzoWURvMy3IYVbV7VNXw4wl3J8fY/ZYBFQ0zOueUQ/G6UtQ0vhG6JyLnBiPJ9X165+xQ4N9NGDe2PdP8n4NwvF+vmfqfzoNPZbzW+MUvIi8XVRos9eUCfB4wgD3+8/JuEvHrDZFbtTJ/7c6+9cc3TLbnyKdTn9nsmXg0TAvau4alcZ266FusDzojdxiJ3AqHlBecPHg7xQ7kXbMQuVLB4JEBYuijQ5kgoa4e/pL8HjQLziEeIJox4PE4+tcm/Y8O57dZNv3UbrtcdVWtU8A8OcwTC/LW3TUHIRLYkbOEi52YQKdswb58JObeqKzmOc9gE41et2AQzbs7tRCbtdTe5/bt3YkivOkfyQtmGFW1e1TVcQJRdyendLYFtiZY1dqj7ZatTcx3+eIaYvF6UVTDSUpgLwLltqw02iyDnto5+cv0FQj5TfGfXipdzv7zcaDEqHP5/v/UW6HAF9bmZcl54E7BXL/46IfPlFj+BMpk+d+8vgap/6S1X9eXwr1/7oKL5fPhzfyTro49k38VCjRQC9n4l69n7C27+BpkRu81rnmc2yVeagFTMUC6EGqnLCFg8EpCAc0fVjo/TQRP23Nif7AuP1yB/K/+OB+e227f81i04UlS1RgX/oDBHI+zXAvVS1X2X+arTPIMH5NygjPAURxjbXAbGzQHn3E5k0l53k9u/eyeG9Ktz5K6i2rCizau6BuAR1ZVUWHGVFZ0ZYnprIWUVIOdWQfgEz5huyZeuGX/69vKXvlDc6vic2/rJ9Y8T8pW3Go9sJ1a35Jc/mk5nIv999J8rODezmCnfD+b8ZJzbPviLq58kz7zynda++WeCOrinF+5f/KhhMt8mwZTxHhG4eAj4u40wc/lOMBwnsbal5W/cEyLQmkBho4byQLCRuY2GJbk+d3TtuDBZopP1jLHruhpkbznnFuSII4NusoJwEgxTvbZQ99zrgB9ZZrQqzvecf0j63LEIh3LBToTwHdR6nHs8VjghPKjhKXeaffojjL1HnZPOcu+lHrcTmbTHuYUlriqjo/sspg1zciyoOfGBWtbnju5KKtyCmKvWQqrvRu/Zmcq57V63fb/5Z9/92uyvEfL+X/olGPdmS/c67e9wOffBv55Pkc9+4532ocM5t9qG8hO/+dueP0FwMij9+/rnwNYrIOdmY5/rLdI+2P6T619/I//57Etzn/vN3wTZ+mfn+MmRX5z71G8Q8uJrL3tPFhZe+cLcS9nP599YXmuy4yTtB2+9TMivv/Fv2vdvwDE7kX/PvVL6s1ing6PXqLBEQ4tALKWL8SogkBJBvS+OcIMTatc0R2Q5Q4tcv4zHwxLtt0Sc52JrBzIgnTkSJNyCXeaYcm7xZCKZcAN40X5LfIX4vgiHmkGwkY87545tw08+wvBVZcR8zEh2kP+FKm20H8SPEjF+SwQnJPFdSYFfEHPk3AqQTv+R9TelmX9CO8Mzv/yJ6fmv/P73/upvOr0j6yfffIHqlrQ7f/76c+TjS99pdg561mPwW/LiN9W+AhOcQylzbtaSZtzlr/3wnZc/RAh53wd8NyPC1Qc0Qn7h/eBxRPr7xf+ezPy26/Kvd/cbnyXkCzfMntXrPuh09rZvvPT+n3vx9a+uMS3wtvmj1z/9LLn06o3/Zd8/RfP0McUYEYFTQ8BzJBKUP7kpcBFIYctt0tyZGvfP7Tj2/bLr66QP4R4vzt0PFi5k9Rk298/FDxPwT7EGCa20/8DrX3RIrCDc4865PZ9oQQm3ix9vzD7D5hs7rn9ucNDgu3xWIfywlqdewPkGOjB51886n3rGm3M/9REGOTcfDaJ++7Vhr8V6Z0XxXTi/VffpStQRO5wV4HUcx2FHoxDCpTPIuaMq6HSfW60/0D/y0uvffvd/73LlafCC+tdfe/79z+pfWvnuGzPvJZmrJePapz/8G6/9zhdeeHbyI3qxISlmnNRvCfMD6h2IYFtAlB90uo+lvVda3Ah97iPKrR+x4ySt9h9feZb8+tUf+P4N7fZ35ybIpS9e++H9nvVw4/VPvPeZz1x9665/WvzpYomxIQKniwA/4IYQouITkBg/gSzqlDhvvI6gNXKGgyJA+e0o3XHiFQ0LPx8u8hzK/rXDV0RAyTcFpQkByD6MhIyw/NtqLHLZp2CiIGADDs7cs0AjzqEUvDFEIMxj4Isi29t/93bqPc7NcxP8HWGdk/5t+JRHmBPZUMouO6UWMgI3CUaJfudQ9u9KXiPP3GjCka7eicVayXQPH+ScO9j8+b2oCzQCsAtFOFPdEtC6PwpzXMiOffDvVj7/0WfIpfnrP1y/9ukPvJeQX/jka9ffbj4MCIldzj2oDSWTWHC7CgEAxWUE5xZDWu3vfOlZMjH/HTgc1fuzu3/x+vPv/fnnr1x56eP/hEzOX/uRZ5fphcELROBiIsD5NB/0xF+PMdh7Fc/jgxtA06v8aHFOHMVPveuw+6dx4dzJYOn5bl44Zqlr/Cg4j4vwV+IvrR1+6rj4wrvmeqvjy7kf1dyzUTxM/At/pdHbKnBXO/z1BHN/AXOUe647fyP9coQF/3f++9Riw1sDeXTEfy1fjS7nPvsRBjl3YK5J1IYdu12Z9ozoWevU9HV+oGSiruT7cBRatyjKQc4dqJozvLUetd698ZXZj2vk56devrZOT3q3e//rNz7zqz9HyC/PvfGt2n3x8HeXcwsVGXUp6pb0GguEEH8HPLZ8duc784ToMWe/W7sr8xPkg698Rzyvxz7stP782y8/zxrrs5/9l18qvl039zo9/1T52GTxJSJwjgjwDURld/I4N2SwZ1YWM5SapDKLhueQHvbR3UNzlHGML+dODIvV2SyxIyS0S9niestf0PevHV+UrkCfM8Kx5dxcb0SBDZGl+9aDemluEgZxbTK7JB5klghhKj9qVhZ1GgVJpQvGVsevR8c/qEiZFULIyHLu/m2YD3+nNsIg5+aQur9J27Bz3DPXChnqb5S1YU9WmrgrWe2NUi5NJwptUl+sNCWFBeTcgao5k1tr93uvfPr55/75M4SQX/rklTfeNpl5Ikvcfrjx+sffR8g/+9yX36w/4DV+bLX+aJ4QksCG8rO/98OT2S7ane8B5y7+qwgptd39N699jJAPzP9+vfHnP1r/7h+88bWvvPZbn/71CdBV/8WPTV959bUvvJR+jnHvf/bhjzz3Kf23PvPpz8zmv/7dpnTI/JmgjIkgAogAIoAIIAKIACKACJw3AmetWyKV97i3vTw7+eFPXfnqzcaeKMzmoXqNpewXvntPUIk+tsxvvTL7W7OvvO0rUvPQ/PfY+tdX3v/sB3/jlbcFQRF/meDX2n3z04S8d8732C1/ZFudez/63Suvv/PQ6v67r+vvJT//Kx994dOfmV+89u3/odF65Ao1rIP2X/3w29e+PD/3qU9MTv7Sey+/vvxuW9Bil+PEO0QAEUAEEAFEABFABBCB0UXgXDk32E922/v0pKIoiG0u4Y4K8BSe24+7cCDlY3FLMCIZu9feabUfdK3YbNqHEGE3QXwRyeBjRAARQAQQAUQAEUAEEIEhRuC8OfcQQ4dZRwQQAUQAEUAEEAFEABFABBIhgJw7EUwYCBFABBABRAARQAQQAUQAETgxAsi5TwwdfogIIAKIACKACCACiAAigAgkQuAUOPd//v738R8iMD4IdPL57re+NT7lvYAl7a6s/Ofvf///fvPNC5i38clS9w//sPPKK+NT3gtY0v8zl3vwuc9dwIyNT5b+00sv/V+/8zvjU96LWdJEbPdiBDoFzv0fZ2b2fu3X8B8iMC4IXLr0Hz70oXEp7IXs2v/hwx/e+7Vf++kHP4i1cI4I/PRXf3XvIx85xwxg0j/72Md+9vzziMM5IvCzF17497/yK+eYAUz6Zy+8cDHodKJcnALnTpQOBkIEEAFEABFABBABRAARQATGFQHk3ONa81huRAARQAQQAUQAEUAEEIGzQgA591khjekgAogAIoAIIAKIACKACIwrAsi5x7XmsdyIACKACCACiAAigAggAmeFAHLus0Ia00EEEAFEABFABBABRAARGFcEkHOPa81juREBRAARQAQQAUQAEUAEzgoB5NxnhTSmgwggAogAIoAIIAKIACIwrggg52Y1b1uPrXFtA1huRAARQAQQAUQAEUAEEIGni8A5c+7WKiGa0fbL2KvPEzJf7/lPYq46tVd1fabUpKF7d0v6jF7diwnvv4J0xVRss0QIma11/SAxV3ZrNVfcShY2IhrbGvzPjogLHyMCiAAigAggAogAIoAIXGwEzppzB7hm8wYhV2odn392alcCTyzLiiKblKCTYpNKqHubOeDvJ+Lc9k5ZI1rxbjJR98N6cVojRMveakflTF3pB/W8lqs/dhyH5ZwM9Jfb9FYi3eZapTLYv6a8REiWgdVWoCC9zZy2UJejCgTB2+FE4KhVvkxIqMbjChP1idWpL2cnNUKINjlXrN6P6VbtSpoIDTsutTF4Z7dWpggxgr1OUXKrs2UU0ikYQCYyhdVG50gRiD5SIAwSh4i/sa4Lq9NYLWQmAJpUumBsdZIP79bdohZZcYoqoFVjtTdKOVaJJJWZL9UfxPSUqPodgectI6I1EsKmy6gyhnpBNH7tWxlJyuZGaXe3K4VpOlYRbXK6UNnxJtmoREf5eW+Ho6FN6osVsz8YCdpw327VM6tLwnwx6lVwxpw7GdUL9EBRIC01eKu5RLwpinLumC5q9/ZMc6/HhlFZzm2bNzRyuSKI26VkVDeWeSNDCMmsthKPy936PMncchNx1x6Bj/crU2Sqsh9KkIX2A7erM7ou/rukEZLKiE+C11W5dBSNHdOM//cwPIa1K2ktf6d/XwyVAR9cZAQY2xuIc0d8AgtL6BmF9Ya506he1TWi5TeVyzS7tQqdaKx5ntAo7PvlKRj6+nJuhpuWvVFv7piNtVyKEO2Kco9OjXD3bnjFXsp9CNZIxe1wlxeyOMKXRy0jDYKU8mbT3GlU5gHU3Iay3YZQcNu8suLUVeA43foCCG70q9XGjmluVQsgx0kVtsZwaFWJkJZzk7Q9MoFaCHHHcdxewABsbpazGiFpo6VafNq7Bgw0QSLhVk1q3qhvm+Z23aCVrq8NKEpTZQL6Z0cAACAASURBVG4Yn3U3YeRmaDQ3jdwEIVq+fhBTlARtuG+3Yn1nImfQflddzECq6vkiJifD9OqMOXcQGpn7cgFwsG8Ev/LuqcDGHen6cW5K93nMUrqHjQIhk/OlsOS4tBigql7KjuN0m9egfSSUjoMgRCuZqhHBixSKMBj1dz+lZVeO+F7cp3aRpCCnlhhGdCYIcLY3AOeO+MRqLmmEZIxdb4HIJrZMaCVptW/BLImc261htmmQgHPb90qBZUz33RwhpLAVoMsDIEzjHEiCcCbt8uwSsc1lAFVgGCAiIaTQOOyXiYNGMU3bsWKxFFkF1nZRIyT3rsjpu7VZQrSy6XWdfimP7ntaHdIwEioryKfkFrtfyRAytSYLlxzH2qu4Aw2f/d24HlQh/IooNWPpZmuPQsmN/AOrWaTLEr9FHtRhWFmKXPUkaMN9u5XVWAwwezaDJOh3Q1sj58y5QeKy0RLmCqu1EXgiQmv3duuVTb9TxXBua7uUX641H3lxU87Nt85Fzg27Tlq25Klq3MhPEZJdqlRWirmZGM7tOO4aLskoCduL4eFALJvjQPvTeA7lV33u2rcSbkn3iSfZ65ahkextv28m+wpDXVQEaDOeWinDmJuw+UV90mvkCSHXmhJtoKO51LB7JpMj5hdgVEc5tyu0u1wuX+sr56bjWMDyhJqjpMS6GwjhI7NEZYRjKt9zHOcx0IusLNW275UISRm7Md3W6myWdIAun58JVVxsFbTXM6mQ4gQVnZDYFGMyMzqv3BXgzbj22N0s6JcC5JjqqIjE+rhnsl2ghTwMNOIrx+ndLU5qIbR3Qc9lHEekPQMWgb7+KheAKlaSbkvr34b7diu7VZnJpJalZebI94Kz5tzM0lHSiwhqQchaEzN6wd9oaFcuS5KAGM7dWtWIpKcRwbnpfOOpfEBrog0l2cBH8xMarMODH9UXVyiNtNfFwmZgO/OS+MS97msYCjicSEAezmqSJ+21KZTHJAFqGMJQOfTlcuuIzlgib4vMffQn6hmrW79CyIyn/EB7IsmAFbI6fGTCo/qC7n1Ple/b4oCmLixdwOh9VryDIQxCB6KV7kkLJXXqI/rUulskRB9YuklbrzZXaVtMKC7uNA5WBQzXkWcbyZoPyKdIvz1hRVR0v5oIBI7hmbnW6B6H6Ljie/pobEckSnskyYhD6Y0/bkdBJj0X2/DJuhWwixN0RikXF/rmzDk3WDoWqvFqxP7bakFee3U3soQQb3oQpyha2Z4+N20uEg1Vc24q5J7SZ/Wip0gHm1Y5YZMxsv4Yk56SlwGq0FRfXBNHZDcU5H+mDPp8Uf/ulHUSWosH06B67ZfzZU9UL1w0HgSnUtYr2G5ogv89SIVU75fBXDVOAiQExssLjIC9Z2RcvpWUc8d9op6xKOf25SW9xiq3zlGHv8B4PY2s2W0jTTTKFcQBTZ0U3VIv33es+9XiHLX9msgU1szesRh8EITpXBsQAYpxjcM13Scst46t1noxC7YxYEPZ35xur1ra7NCNVMawxRF+kCpwIab77CHh9zjgL5aRTU+ywFV8r762D0xjTiOaXhWsoXpbBq/EpJybEr7xnNqs5rUUIZnyNrV5O+41V6gpzmC2W1IbHrhb2VZ7s5ghJHUtUqFFXf1D9fRcODcbm6xOFNGE521a89BVpO7HZgiuYyROURLnflTTg+JnBefuUo2l7EYbbDF5nHRLsSTtdqhrlKrfzdY64PMkrEwpfkMXAAuNsHUM5Fne8BI/g+tEQvdubQbcFwR3D6hFfJgZW7s1QXO9nL9MiMfXl7KETOVviCZWNVH1x80eVSGY4vagwTzj/bAgILA9x0nGueM/oR1KFpY4DnPE6XNuAR3k3I7dvgmrHmbpIQ5oAkzCJUNsIa+5VqrN+iq1oZyrqnfi+yFMScaUoH8vpDU2lxT2XH5BI+lCdcs3p8uuq0ENARPm3EKQflXAgjIDCY1PQ8L3Y3XJhGWGqGTdp/x0rqfCI93YCwqY+LfJODfTYE4P5E2BpzAKv1ZrDWSa/C9rDOhCJNCGB+lWtrnsJjt5tdGVJAijgKxYhjPn3OBFmylJQzdIpRWqFDqQRSZeBYvmqlTxbCHlqtiLU5TIubu3dR6DV1gV5z5sVZYgM/AtN16BxVmC/RSmc0btlugwEdCw9JIFtSiq5KratT8dzk05jWK7mY71Yc4tZs31WujxfvhEJdiWv3H5mWoVEQyI9xcYAbrJU2y6VmKJOHe/T5gdmGiL5jALP7U7jmR05AJD+MRZA8Mv3w5bHNDUUVPEZCtVhzkcCKgju5/HI2ybIDCIGbvUmRi1pxT2gNcL5pMhoDEcVfAn5tzMe4PmdcaohEb8Od06DirW9ynzo5bk+OWO0tAoAee2qOMaErb27pP+qLy2WzdBsC050tH0AVbjoTY8SLey2vea5g6XIEyr/c+MBtRnzbkF1KAbqBkhzBPiPp3wkeNYWwXPSF+cogTOTUnwYsMzn6TfKzi3L3gGcbJW3rEZB00gwaU6Z3xBTDVeFOrabr7pQlyS1vMCnQ7n3jU0paYHwNiXQFNYBubcVLJ+BR1184ocxl+Z7SWScyf5xB15dd9XoJbPgwsIVY+OZ4TDiOpgeYZhRBRtigOaOiaKGAkObnTEU0oKYhGmCpfyRqI61RF/yshB0PELVeNRyDIUYDwR57Yf1sBJm+Q1RZHGGDxizn/7zlkRSBx3qrOEEOUyqR/nPjTL4HxGdLgUkcqIPqYO5mU/MMfd2jw4ZuNCmbiSK9vwybqVtQ0W3dqNBKoGcTm6uO/OmXODexBB+di9Bg2HvEIVg8HITCUoTRSnKI9zMwm0p/PNseec+9i2ep3a1YAVM8jnoJof1bKS5SX/Wv7t3s5KVkfM8H8+goNGT3s0z3wnJ/pXvTLhWaK7wwplGA8QHlD52wZz5RV+CgdkNcmQFzvHKNPBhxcLAcr2pJ2KvnLuxJ/0zMoiGAQTbTK7XO9YTmslcNwsxyK6a/AQo/xLNw3yDTgky/0TBzT+TP6liIXcy0T3xziEn4ziyPka6jtGDoLDLNNjVO1Phgobjb/jxBsKW/cN8HwyUUhiQRRKd7QecHd1vixswPJFryFjOfdBvQC+qHUj7vSuAbMyZMHZUOAeL+jlnerZkr7HcUS14ZN2KypBUMpovJwN88U5cm6VJ3yff6vUiF2ge43lYnWr3Tt2xCnKo5jdbSOfDvnve9ygR3UwYptKTQQ4NxOf54pLU30dgDAH+6J0Cpx1Uxau9uUeL+eWjuH0D+R0rx7UclG7AQwNujusXBRSQIK9KNhWA3lLyrlRzh0EcsjuGXWLWuYpecYJPnFBoa1FqagaxwiHDNHBs0t5QFQVRE05TOU0WEHRnC8O4VY55EBt8FKMwhdM/ensOXf3LliMkXTZ7OsFfBRg7lcGMM1/sl2XyNYeybntfeq9W8vXHkbpgvfL9ii8jxhA6LJTuUXvFTqmDZ+0W0VkxktyyC/OiXMfB86AD3FN90GfbqDk3OoaOWoZs9niWt18CEfJw4eeQgX7gKk29u3z7tZ56HQbalsGm1PhtfLT1OemXF+t1kKV2lUb+gJAVEYubMbBmJVEzk2HMElKKkSKlxcfgcNOyFUO+AgiV6vwXHH+qOMk+qRdTadEd12ABOwdRUylkXPkxUfwyXOoMCKvXgW9OerWiTnECKeiVCMBl/nBAY19GoMw1Z1IoEcXzsPIPVGqkYDOXkS7DQIQyxIiqqB7pwDOYacNhZF6MP6xuKduLtRzWaj8VnNZn9SCu7ts3zi0xe24inOBGd9x7F3cZGDQMhPG0Ek0dBUUI+fu04b7dqv9ajadCqlv0dFMqSkXagfD+OCcODcMQ9rktMqA0nXXTfemPZ2HCGgH4NxyDArOzcg0mSrvyHrg4ofczEJpWOAeMMscD4tfMT+XKoYKY0RoIJA+jfdbwoReETFAGTXDP0BIipfe0CIzJ2XuS6gXmXMf9mQ3ZDQgzRXO1mFEh/kJXUcFBajxBQp/QvcoJRVAq7GkeX45gtFF0JFgsLG5Fwe0qEKHt9SoDaVviCl9GI1w7w6cX6QiKFIE43ETtv2lNpRSS45BYnDOTReiUWeVx6Q0uq96jQVojwnVeJlZl3SQJzvJ9bLS54lKzs00QlGNnjYpZr2aWRUdxvTrAv3bcN9uRSUIcDqE366ZdDxeuO6HHsKrc+TcMrcLYheezoMhYPW66ttmebolinChRwHO7VoApMuVGxmiIM30e/eM30zxrtIyGsKwZR+ohl0HNVbvjx7QU+ZK095j6i/lxLol7BRMtcmI4ziU/UTQcciBe4im5GKCqh5K9QIaXdpkWT4vg6p5jacTU7/uRu5K1eMoYwtpD3tFV33CFnLTos+1aMukaEbopTFWF+KA5hacaRVLHZm51EjlVutNz9J/YWBjEipWHPwgmFGtDyZzmcgZm01zu27Mgwxa1BWkVRNh9O8Myrmt5jXwAj61UA6bMzXH8OBxaFTKDRyvtTGExbmJ9QLXz0Zz08gxnexd5d64gnN31kGvh8wWw1VQ2xUmby8LI35BTzoj2uSrRn3bNLeqhWmNkFRB8AMjd4Fkbbhft3Illazf7TSqV8G6IbXYiORYw18L58i59fKd6LNgduhOtyx1g4Pi1yq1Lf8rYSvWbKzohEhxNjerlbWKcgjzOTecg0Ad3Lp7fBb1mENS85Wmv8NutegRskDHowk3awyuehMhmetN3xYkwrVI+yaMvH3/goqGkJI74oizgtga7YNGUSPBXX4ewnpQLyrNtBkHeqfdc3V7OmC5HKL1sISQzhvi8eLvECOgItAn4NyO4xw0DWZDSVKZRaMRoyiJnFtuMMk4N6yovdNbtEvZ4nq0ekI0wjQtkcTIWRnDu8NWdSlLzxnSJueKVVlLUCYcAXQG5dy0r0WM+6rRPpDcSN4qaLFQzjDnhl7Q3ijl6DEUYK69VDX9GVf4FC7DkbMI1XUwwkLWAC7yrdXZMgrTtAewofuBtPaQu0DiNhzbrRzHsQ+alUXdTTVdMLZEcaWcwZG4O0fOnUC3RObcrMrVvST6qXIIg6jmq80tujgmmr5iio2ru1WC1RYh2tU61aywO7fzWmK7ZmuvmpsO+NXnflHkRkOzUY8cKKLOxDlqV+Ygf/JOEIvaNpc5j9f0SviMALtbv8qmFb18Tyw0/dzVShfRlFa6EIgqvqudAculw7sRQMC6W0QlonOux/3KlNIC9ZyzNW7JW82lhNrG44bM2ZS3XbnczyXA2WRkfFPBLnAKdX+OnDtexNKuzuj68tM6ArS9ruvXm72jTu16qS4v5lxQj3utjbqgZmT14qhx/5qg/i+DNgpuNmK+tlo1lajeflgzos5I26uV1qr1bXaQpypqq1VZqrQiLeVl89bQTh0o0vFj81Sx47MRQuC4W19IUb/1I1SoISuK1VrN4BL3/CvtoJ6fCLnDOv9sjUsOrPtGZuwPbzrnysYucBoVcE6c+zSyPmxxdOvzJDP056WDk+Zx3Xobthb35Pndr+avN0dYte7JEXrqMRw2S69W24KN0VNPERNQIdBez5f6KRaqvsNnp4KA1byer+6HJECnEjdGkgwB7ALJcOoTCjl3H4BO8zUsE6UjME4z8jOJq7eZ06Kstc4kA5gIIoAIIAKIACKACCACw4gAcu5hrDXMMyKACCACiAAigAggAojAMCGAnHuYagvzigggAogAIoAIIAKIACIwjAgg5x7GWsM8IwKIACKACCACiAAigAgMEwLIuYeptjCviAAigAggAogAIoAIIALDiABy7mGsNcwzIoAIIAKIACKACCACiMAwIYCce5hqC/OKCCACiAAigAggAogAIjCMCCDnHsZawzwjAogAIoAIIAKIACKACAwTAsi5h6m2MK+IACKACCACiAAigAggAsOIAHLuYaw1zDMigAggAogAIoAIIAKIwDAhgJyb1ZZtPbaGqd4wr4gAIoAIIAKIACKACCACw4PAOXPu1iohmtH28erV5wmZr/f8JzFXndqruj5TatLQvbslfUav7sWE919BumIqtlkihMzWun6QmCu7tZorbiULGxGNbQ3+Z0fENehju9t+EFxgdN/NCYBALeQ2k1XCoKljeEQAEUAEEAFEABFABMYPgbPm3AGu2bxByJVax+efndqVwBPLsqLIJiXopNikBLK3mQP+fiLObe+UNaIV7waZqLo9PKwXpzVCtOytdlTO1B8e1PNarv7YcRyWczLQn0CCu821SmWwf01vidDbzGtE0683usd+NgE9fxHSj3PvGglyzkrqJ+E8rue0fP1AeIKX54sAW2oG6zJUcYFM9szKYiYFX6UyixUztDSzD5qVRX1SgxDaJb2wZvb8ltaKbjr90g1kY0RubXM5WAGEJF/x2q2VKUKMlo9GQoStzpZRSNNqnMgUVhudZIOfn85IXYXQOIovXnytJa2C9kYpx6qApDLzpXpIFBKfiVF5mxAuRXF7O5XCNB1ptEldNRY5PbO6lHVDzBWr94OtvLdTLc6577NL1fBopkh1dB/1xzNU9r6fWA/qpXk+XygaeXxXCqU3/A/OmHOfhGsKXDCAt9VcIt58Qzl3zLRt9/ZMc6/HWLIs57bNGxq5XBHE7YGEwreWeSNDCMmsthLT7m59nmRuuYm4a4/Ax/uVKTJV2Q8lx0L7gdvVGV0X/13SgACJT4LXVbF01l41N0G0q03L7rV3THPHbKzoZKbcoNfmTqM8Q/SVhklv24/9hN2cHXbYq9j/2y7WQmnatzLaQiNE0oQQeHmWCDyq6YRkFsvy+q3WCk5MQp5g3Ui06UJ1yzS3qoU0IfI6yt41oGNM5IzNprnTrK/mUoRo0xW+PFUtF5dzk0DP3cWzkNg4XHZrM4SkC2V5CV3bjakDHxb7fnkKGLvIuZMgbLdWM4Ro+tVqY8dsbpazGiFpo9WHaPrpjtaVi0b2Rr25YzbWaIu9Er/nGV9rSaqgW18AwQ2rAuhKIMdJFbbGcHRMApeixXVBeERS80Z922xuGrmJ4Fjk0MGKpOlgtV0rUYTLO/50JsagHM0UqY7uIxENNZ6hsvf9hE0H/nwBVZAxdv0qcJz4rhRKcvgfnDHnDgImc18uAPYFrsHwgXv4nM83/Tg3pfs8Zindw0aBkMn5ksw8QJBcWpSoqpx6t3kN5q2E0nHrblHTSmbsrAZFGIz6uzmiZRfnXTmnyrvDTufQcXrNEmPnlzSiTXo8flIDCSW7Ld09vWngsAko3BO7nDJz+PAsELDvlYhyjReZOO1El8s+OTtqlS8TstjgDLFTTRMiBnAc+15JIyS74W20BGK3zeXwQBwIM7q3dKthii/FBysnAz/IucNxhBCGtb0sL9ivZAiZWhMX5uF4RvMJbZ9aftNvn6BoR0hhizfqcLkHrrVgFVjbRY2Q3Lt+okA+ZgnRyiaOjk4QrnANOFazSEBB1EfwoA7VtsS2vR0XT3ElyfqLN8PSeV9bEGKA6UkczRTJjuyj/niGit7/k3blsjwdBKrAcZyBu1IoG8P24Jw5d/dupbIhitWs1kbgiYio3dutVzb9iSGGc1vbpfxyrfnIGzcpXVh192BFzt2+lSFatuTJmW7kpwjJLlUqK8XcTAzndpyjlgFyviSjZLuS7julWY1FovEcisXue92+Fdhf7vtFMACwdr4gYaovgipLMPCT3LdWtcR680+SDn7bHwHabAaRLj+qZQnRb/vTHMxst3VCsrVHNLles3hJI8E2TPeO/dYlZYwx8sxNLgeXXo7BDaW/CdftMhxUOnu5XL7myx3kAO5dGOHuZkG/xKvMDRVXR8poR+UhnRcCljyUB6SCzVgo8YC1Fq6C9nomRYK7slR0QoxdIaGxvAzDpYBhz4BFi2R0RKuSy+CcXUMjmijVdgcrLcf0G+37FT2dkgVAcgyKVEf3UV88w0Xv+0mvkSckMB1Qzia0/AG7UjgXQ/fkrDk3s3T05KlJLgq+BIIumwSOG8O5gdtJMrwIzn1kljRf5QPq73E9RxIOfDQ/cTI8tz1QfXGF0kh7XVQRAZ0nT7osItPXMBRw8Jbvfdpgz9xqewsRL+yZcW4H+lhwKPSygRdniABVzUrabCBf1l0QLZXvy3mkyv2xrDGGz8FalPTb/5HTG6k7CqliZOhbSLppO1W+b4tjoOqrZAhTmR9ZHj8ZK5XVBZaRKhilZwPWWrIqcBzk3BTlZHDRaVoWUdHpeMZVCqIChdKADVqKQarykb/ph6cCgP6ftGBhJElbQLBIiF8vA3YlRS6G7tGZc26wdCxUXb1h0CSO/VctyGvZ7kYWaowrJ4jzDR2wvPUT7TwSn1BzbirkntJn9aKnSAek0F0Kx1cnY9JTl/uKuqm+uKbQ/YD8+1rUKijulPX+CwBGnvIBlVCmKtN4IG1V2vvVLOjjMnsdX5GuvDBFLnsxlPOXydSCp+YrKvjG2LsoTMECa1yKZ6tMTijOj68OfDsgArSPLFQb68Us2AOQVLpgbHWk5iLHSEXaoa5Bt3TjtCOoJEOeHd14GcmQhVVykqN+R5lBvnqHG3Ixc8ZYDTSAxG4baaJRiiyOgWG0kiBsH5jGHJhVV8OWJOEYR+wJbZzl+451X6gCyepXUeCBai1JFdA0GB3xpjBFuuPwKDlczWspQjLlbWo3dNxrruga0fJ3mCYknROv1LtHncZqITMB9iKTc3FWqvZhuw7KoqnidlgkNQ7AW7F4KhHo/0l7nVbK7bYFZvRWZ6MAdSbsag7UlZSZGLqH58K5Gfu0OnGEm1ngAcOTpmS6tPJ0tsT5hvZVPmBR4zBZhVTBubuULmQ32mCLyfXAqJKrvw6LrlGqfjdb64DPk1jlP4eRG4XtIORZWgWGUqPl7bfbSK0QJjKiaByuqUW84lurXYEpttw6Bs5dBVs3s7pIyKzBbSjrpcsktwbPze16dU3k3D5NB06/BEsg0MMBzRxg6mS2KKnF35X0EGjxeo2F5FL5ECD44LQQYBt/3AjJ3KqV5sGLRYxZMO1uvIt52WBdMnIjHkyHCckoLINZv7hsJDdD9tIclQvaF3yT00ZtGQz4+pkz2u2bGW9zQBwDQ7Aw0UM0wnScpGtl3diLWW2FIh6ZB3SXJreQ10imsN7wrX7nqtHaTgPVWr8q4Egyc1iNT0P88bj9JoWL4mK11mAC4n9ZY8czPaLT/Uw+nybaXLm+TQ2+qQFfcdsLw7GlqkQ0ksnCnfCExYON/m8MnlGF7/9Jd7MAJvLu32RhQxTrDNSVovIwZM/PnHODF22mJA18OpUWlSv4NZBFNrVTUuh3JFgq0b2JQuMQgBbnG5FzuwI58Mrn/ak492GrsgSZgW+5ygosvPj+lPdx+ILpnFE7GzpMBDQCxQ9UWk3s/elwbjpkKLZH6XSi4NyQdrfzUJhiwb5bMm2EjInWJ2JxxGspCQlhMVTgmtZaXrEECYTD26eKwH5Vv6TJDNv1pRBQgvRyMTjntqh/DFl3i0dHt4libCt5uFH+bVdnJjW5ozFXANqN6F1xsHf0TbfFMTAAVX+EH7Vgme05zRhDwkFHsIAvBVYFsshGhHaAWutfBSxi5mFDKzbpvCYmNlbXSeECUOzWTZChSo5fNJ37xKCTESGSiWSU/ZXVNrdBumSA0EHTb46nECAeT2Uz7P9J9w4ItplvGY5wSljYDNCVlDkYxodnzbkFjIBzqxkhjIMKTQz2rbVV8IzKxflG4NyUBPu+FNh3EiOED0UBM8jqmJIxBIvbKHcLQHXO0q57QarxEq2USYVJkrSeo3A6nJsaiyiQBBhDUkmetP9LR6KQfAXolzZXacdvc5+Ic6tVFPwM4dX5IcAEnyuCu2chLwNy7nh/mszRZ4L2KWRgPC7pthUpq+vAgZFH7K3iGCjjMwjCx53qLGxZubawckSjfMc4d3CyoDNIAsmLgIyy1hJVgf2wBk7vZJ+bQszjc5kILgYH+AELbModd2vz1OUorFsY5w5Oyow8eLqpIWStJvhQGkdzo354hqCi5j2xVeA41BuStOxxLBPOE1Bue3pJKLuS93boL86Zc3O1BPmEF9BYiJaDMnMfypjF+cbj3EwCHepXnHMf21avU7sqc27qpwlkS+CZIdhRw5XcvZ0Fyy+uVu5QQ0zJb5H4DR3WIzk333SJ+VXwaSH+9tqUaJTgvfEA8Z4oLg4axTSkrNhwSGczaXC0XJH2GaQ4enfyQOvdY244wlIQxQ3NWMRySxEcH50lAqBtLy1HhcTViyWqoBXcZjnu1hddoZFaO5L7mQpt9ArpjetlawVOxaGHZwUhoPYn+YawgyeOgVLoARFmBrLKYUqKdsRuGOcOakYxxhYp91FioKi1BFVg3Td0jZCJAh9FlXGPx8MEcHEgGDsP+lyieqGEqnSzGgx1oui52I2Z6verzJB4yqP52xfPcLH7f0J1tUNsiop1tJu+97lw1IquFA40tE/OkXPLmsGeqz73QtQhDqDbaywXq1vt3rFat6S7beTTIf99jxsgS3D/UqmJILGgK+BccWmqrwMQ1827rHjHWLjo5NXPdLycWzqG0z+Q0716UOvjRMU24QhN1U40pbbBUcnN1WGjuFhr3wOnvNpcpfFO0LAVjsghRuuoU6PMKa92rkxPkPJtQ5NybjV18/HCq7NCwLYFBSOaKFNtjDi3iNGy4AqQTmOS35IjajBAtPxtUXVPLtR94PZjx/BkDBjiijqAkymVQod4C2aZIw6KcF86osj88D9iTp0H5tyqnhOutX5V0L1bhAOk0mVzvFVK3GbUDy6htUUsiqhtCRtV1LytbyPvY50iZGGkLvvjGSpu/0/U+6IOHcT8HpesK4WSH94H58S5jwNnwIe4pvsgSAkCQIsynj5i3aOWMZstrtXNh3CUPHwo6pZQ3+xgC9mXB7iKd6HTbagnAdALDJ0u6zxNfW7K9UNLSQoTpbbyNMzhowuMQuPQbt8D5+gUOimk8rN3iwAAIABJREFU+KT3sKuuBnamgE/3k3JuWmtKSsHzh79PHwEqhNCCBJqKeYJCay8zff1zO9RpPTtRz3fx6X3vX6hFIP778bhSe3SJUWxQ2J1Xr4KqHfUEJR3fHo2w1VzWJ7WgmTjt8r5LqPGoAMdhhrxBNZKwjzMBj8S1Fl0FEBtTddWmDfF8CiGZsbuMh0uGgx0Y7pp1+a8oa2euS5iAwN+LpoFoI3cHvfY72cyEHlSmAkXN4BEEfvwje9Ufz1DR+39CGUiInNBVrivnTtyVQqkP8YNz4tyw3NQmp7nRZPCgcl2fAWfVJEKv1MN7AM7tfUMvFJybkWkyVd5Rb4bDdxY9BCd4eKkbtXvqNckUtwK2z3QSVckOYQgIUH85n32chTMhTUQMUEbNUG3h0MN3fK7s+oXlmwDer8TCA/kCExY4PlpUAA1zbtvqhcGkwSQ3jqG48cEZIMDGO/EYNof5GAltyPqZYXUnnkMJ7u2FcyjZAXLSqX7+1/4VM1cP0j7//bhc0ZFBVuRlhyAm3wEQx0ABtjiEmVardAiiez5ctIcTIeoRuwxvUVIbSt9KNVTehLUWVwUOXb4mslMPJT+iD2LhCpWZWVsqTMA9O1Sm8CkaKDMbSm6FRU+KIFMrosVk3wEwlI9RedAfz1BJ+39CG7msz81og6fPnbArhdIe5gfnyLljpnZwSWKETjAK4yzON3QJGx+nH0GAc7tWLOly5UaGKEgz/dBVfc4UFf7v3JiZ6AJsn6/XRaETPaBHYRQFeT6xbgkbQSTW6xfQcai6lZKOh3TWKXTlZnCzQS3dZmkw0355yAtzbjCGSM3VOmK+qPaC0luzGAqvnz4CbPjjRuVK5xV0K1bSbmRL03ShukX9XcCJNnlfFfVBFfbKSbYYVBULHC5Lh9qgcPHpl/jipeAu1CdyBrjsbFSvgnJvarHhr9rZZreyI9PiiGOgUL54hF0HNcznQ3PTyE3AoMV9PgjRjMUlQyOVW603d5r1VXDXKBGFUBX0rzXALaYKrOY12FQVzkDwLZqa7EjXsUBeLGQMXJ5NpDi/s+FLm3zVEFwBij4xHFcLdJoPVtRXoNDIEwyAYgZH/Lo/nnSoEQ2x+n/CeEJqtgjzhcozTLKuNFLQnyPn1st3VKfAuE674TQcabJ3HDgofq1S2/K/EvZVTaqCLMXZ3KxW1irKIczn3MdWa50Osu4en0U9EJHUfKX50JPRWq016jeXxBFu1i5cFT1CMtebvn1YhGuR9k1fx9wTL4cvggoAkJI7a6o1yB3HPmiAXbfiYDl6QI8sZqacWyHVtraK+tVq8NTK4555MwvW3ZKIlA+Ll0vNA5e89+6Vp0hI1xygCO03jVSfGqbC9Hb4USAklVk0Gg+8Nk9LEebcjuMcNI1Fug0Fn1RMv5VHbZjQFi2xRrqilp4ME2innNeeWV3KTtKRgB1LJNVBiPAFUo/g3H0RttobpRx14U+0yexSVazHQBJjcGu1+MlQ2qVscV1W91BWQXytAWQxVUBfhQd6+kQ12o9BDcTBxSeXoGGx1dkyCtNu11EMX45jP2wIg5XRED3kAqh2d7sSH8M4QM/L2AfPEOemx9z0qwKYYubZfKFNzhWrYZcM/bsSz+BI/J4j506gW+Ir2gPYrMojRqrIx8ohjHLuanOLCniIpq+Y4jzX3SqBuIkQ7Wq9B+cn2Z3beU3TFbraqkZg7VVz064bQf4eDtAJWzrSbNQF0sKDe790uA8WwbVRUx5fwjb3KRqaXgmfc0G3ewKuZ6nqW6a4QQ/B8Q4q2qoW0oTIfsetHSMLZ3qR1GKtE3Ij2Lsj2KmyLEwbLSkYZfxynF5Z8eICImDdLSZwnXkBMz5CWdqvTMkW2yNUtiEpClbB+VdUu3I5wiXA+edtTHJgNZdQXvakdX2OnFvcJwoXo12d0fXlpkiFw4FO/KS9ruvXm72jTu16xHmwx73WRl3gi1Yvjhr3zwj1fxm0+XCzEfO11aqpRPX2w5qxHnFQ2l6ttFatb7ODPENRW5369UI9uH1ptTZKhZBWfW6pYrp+AP14upul0ma0P4ojUUMlpJ0CZpeCj0U/Vry6kAgcd+sLqagjci5kjkcvU3CuUGCRPHqFvNglwio4//qx7hsZFNacbz0c1PMTIY9w55ulIUz9nDj3ECL1xFkG+4zMLZVN4xNHPSwRgHdh1CgYltpyHGe/mr/e9HWLhyjnI5PVw2bp1Wqfo6lGprAXsyBYBedfL1bzer66HxLinH/GxigH7fV8KdqYbYyAeLKiIud+MvwG+hqWidJ5FgN9PfSBH9dzor3d0JcHC4AIIAKIACKACCACiEBSBJBzJ0UKwyECiAAigAggAogAIoAIIAInQwA598lww68QAUQAEUAEEAFEABFABBCBpAgg506KFIZDBBABRAARQAQQAUQAEUAEToYAcu6T4YZfIQKIACKACCACiAAigAggAkkRQM6dFCkMhwggAogAIoAIIAKIACKACJwMAeTcJ8MNv0IEEAFEABFABBABRAARQASSIoCcOylSGA4RQAQQAUQAEUAEEAFEABE4GQLIuU+GG36FCCACiAAigAggAogAIoAIJEUAOXdSpDAcIoAIIAKIACKACCACiAAicDIEkHOfDDf8ChFABBABRAARQAQQAUQAEUiKAHJuhpRtPbaSYnZ64WxLStQ+7FnHpxc7xoQIIAKIACKACCACiAAicDEQOGfO3VolRDPaPha9+jwh8/We/yTmqlN7VddnSk0aune3pM/o1b2Y8P4rSFdMxTZLhJDZWtcPEnNlt1Zzxa1kYb1orFZtrVLb9Um2vV/RScbYs70g7Zsa0bK1R94D+cJqFgmZuiWgxd4fmcb1RjcxWe9s5Ca1QuNQjhzvEAFEABFABBABRAARQASeGgJnzbltS/pr3iDkSq3jP+vUrgSeWJbls1IZB0rQSbFJeWxvMwf8/USc294pa0Qr3vUJsZyQfPewXpzWCNGyt9pROZM/oHe9Rp6Q3Ka4mrDNZY2kjdYRC96uXCZTq63oOFtGMAbHcbr1BchM7nZHkWgAbobzvfIkIYXNro+6d+XmJBCT3b6ZISQyb/aeAa/n67GrkFOJJJAxvE2GwON6jkT9GS0vjuOeuVbQL2mEEO2SXlgze3ELOWiNEX+5+mMe6UGzNJsihKRmS/WHgabdrc2S7O3YVsOjGZtfq71RyqUBMUJSmflS/UH/Qam3UylMT9Jqm9QXK6Y4xjiOc9SuvgpvtUv5yv1AbLZ5Q9OWzUDFjDTaVmfLKDCEJzKF1UYnAIljd7c5nkSbnC5UdgKAxsJz1CpfJmTV71U0tN1ez9M6mMyvtQIJwuyjlUz12Bub1vC/tO4WNSIMQV6JrE59Oeu26bliNdhuvXDiRahmZUi7d0vZCehW2eV6R37lPKplSbS0S0xk5K4jq6BnVpeEKkjSC+gMkgGQSSqt6DhYBY7jnDHnZiw5YqaOeiwKpKUWbzWXCOE9lnJuYbKXQjqOY/f2THOvx2YXWc4NEw+5XAkJkINRCPeWeQN4ZiaOIgvB4RI4Svm++9Alww+btTudHqO8940pkq3usxvlJBjm3N3mtQwhqcKmmrhQTKJgVT0PThW8CGwiUY9KwJyI+hX/nP2eSiRylHiXCAG6x1JZq4j/jKs6tIB0la/V2OItlVutN3ea9dVcihBtIWYd1W3KEULky7lJIOzuMthx2pU0mVqqt3vd5o0MkYmFfa+kaeWxonv9KstdP+tXq40d09yqFmBtnypsxXG+7mYeAs0b9W2zuWnkJgjR8vUDLymruaSRWcM86LVv57VAPx07qmG3VjOEaAzh5mY5qxFB6gHTBA3g4mlu14156Af6WkLxit1amYJuJQ+klNZkjZ1ub78GdSCtM+nKc0M9gHu1OJoXB3Vou3wG98voPs8U1hvmTqN6VdeIlo+Y4/hXbs1mb9SbO2ZjjQ5fV4SN6/1KhkwV3233DprlNJHXmSD80m6M5VAUXwUTOWOzCVWwCL2mXxXQ4UvT3VoLf4JVQBvrGXNu3kH4r8x9HccZSLfEgc95j+3HuaWYpXQPGwVCJudLIiNh16XFajQRZ3w3sXSccm5jl5WcZmYio8/o8A9kVNrkNL2e0amgUbX0pzEIknKLTg+pwp1BxuvH9fx0WOLI6yP6FxgSkLBGYP7v3YFhMxPWeFFFdSqRqCLGZ4MiQFdKAjmz7hYJIbl3/bbUfReE40k3fyB9um9DMsYuXzHuGhrJufyPqm8JsUEGhMY8aP5HMLy1XdTkKnAcVk3RKxOqbyZtMR3UodqW2Oaf49AtDr7U79ZmROU0qK/YjbWRA3m/MhUQlAAPIFNrfJh/UIXbFXGzkbXqREJQ+36ZMu4A56aj/Yor+e7e1kX5DgyJlw0xvZEDPaJAB41imsl9ApMdXSWKw4i7EMpU9iOichw6s0ikkA1fhS13U6G1qpErrgTBvlcifHscYoSVZ4y0LjLRoX8RXQWNRdXSncSppFICNlW+zwd/h60//U+wCliDOWfO3b1bqWyIe21WayPwRGzYdm+3Xtnk46MTx7mt7VJ+udZ85O3j0YGPix9Ezt2+lSFatuQJ7W7kpwjJLlUqK8XcTAzndpyjlpEmJKmsDqTUEudebTnHVHEG5kXo8/bjbs92aNsNDEMMBFHOzSXc8YT7uFtfzBQ2Orwf9BoLmjZXacPOWrex3uTKAyAkAKFmnC4BGwq10j0eGWxbm8DE00ZCKZDjnEokYpPA65Mg0L2dhTH1jr+AAluCwMTDNFJ4l+mbDFtQZW76bYG25DLfZYfWq910Oy9I/saTakTj2F7PpAJV4LDRwBs3Qh/vGVBtksYaHei4JMLZBX00Lvamr7xlM9DN8aIa3c2CfinAnqFZerY9vbvFSS2ENmAYADlUETAYwnQwtVKGxavUa+i4zVeztFPkuegCNoLk6lPFPGrPrM5mSYeJI5+f8aVmbimpEia51hSmGZg3ioRoEqoiKLRhB8yx6CI/5X5CA/BlD+0UnhoqTEnjtfIE5GKrwG5VZjIpWeWMtttQ1/ArgUoHZoSNBbqY0QnJuns4WAUuWGfNuZmloyvfZVLefv8LihOg8Sxy3Bg5NyyqyJSwMqZVzjutz7kpa5TEtJRqcHLstynVFc2P36pUQRy6igBCX8wyKr9Wqdw1wVT0RqWSpi3S5dwWLC5nayYopsdy7uNOdQ6Ey8W7vlRSmTZ0rY1CipDM9WbPsdq3sqlppj7OduIypbtd57gH+/4kU9wMaTYGImUiNJ9hMxVtyQzUOeo2uU4wUapLJokkkC7eni4Ch00QqMpTFB1SNanZU6GgLu2Dx+QD2ENAe4TG6bVkYB7cAhgCeyKomEjxVZ+pjg5WMhehg5I3+THO7arX0zHQFYFTquHJd8cWaLrJSWR6EQQjEeemI+rlcuuIkng+0dCoKOfm6yJaoa7yFV15DqTTGMzaUN5TPEH0Y3VhHgxMdmq0u/UrhHitOlBsyshjRypp9qecm3MDWHn6sthAxCN7G18FqmK316YI0eMdPBBvVePGQPuCO+BgFbignDnnBkJZqO6YZqJ/1YIsYOhuZAkhnqg1mnPTiUdS0Zaq3OPcVMg9pc/qRU9pEqiGJxlStT7+jFpeTk3JywD+0vvtNa8zpZFMCgwL6PV6A8aa1RYU53KlDTQ0V9+pZQkQEZmpePG4GuFMKGLvViv3PBG+GEZxbd2rVHdtBp2bgelJTctW9qko4dAsT+drQfs2RTwgGwf5KNdHhC05eR/WFfzrhTWqVLdeoMKMYtPXLoVo+0SiThmfnhYCdmt1ipApXwOERXzYLE4Qki43H9NW0WuWp0GLsuFZQ8amz6hhUGIXoVtibRXE7fXYiMf8JV2Hx0mjreY1WFOXt6mlynGvuUKVX70dDErKFbolMMqNH9WQW5N9YBpzGtH0arTSguM4lG3Iy1E5HlCrAjtytgcY5tx06uF0RNAtgUlqHFeee9WSK9+hyCTn3IGQXi1Q6UD5vmPdrxbnqOHlRCZgAh6h2AD9y9cs8iIc+Yv4KggU37bam0WwG7vGNdYCAbhIW1RNpEHoSonTMKwCBtu5cG4m+rI6cbS7TecQSUIAOaZTiKetGMm5H9WETQ1WUgXn7lKZa3ajDbaYXAOSKnuVEthT0M2U2VoHfJ4kGTqhLFyOyDNz2Gk9tGihcvUDu7djtgO6JXtVYU8AWLt2iat9R+4PuM4TWbH9/x81jJVaY8dsrGYJI9zHtrt/x3/9wJFXTJxZbB5SLRHJKo6aokp6eI7zsApKDBxbHmtMJDwI/j4lBJhgT2mXfNiqzAmWtXNG0ANGZJbYEjeslgoVnbnW6FjMhpLqJdst43JyK4jIJMfhBdMPDnWfQNGt1hqshPlf1pA8DEA/1eYqrZ5oQwnjj7S5F4hy5G/pBEER00VvrYpyu/tysdJou234Znlhzu2APFvLVnZ7rg0l3W2HZWo6NlpFbkbskYpzU8DlrRswFQFnvlGcm4nGF/IaYWaX3AR8ruoruoE8O1Pc6ljMhpJaTNq7xpRWbI6121xVFfitzDaX3XFl8mqsP2L17oQcOVYBBfbMOTd40WZK0jA2uWLXAH0ER05M0RB8I1TlKQQUMLiEJopzgywhKByi1c+3/Jicu3vYqixBZmD442rZ7VtTkXtYfltkRhuMalPCIe/UCwG9yxDnni26VpugQT6Vv+G6lSgvTPmDy161sOy5mwDtlKmFsmvfCeol2aKnhs4vyktl5rDcS9h6UC8uuopW3a1iZqIAUm27ZVwioH17zIhRvZ9miRsf4wGZuexUwLsiM+cK7tKyTuvpL/aLxMs0XjwdBOh2h1bekbQlIamjlgGCbWZ1bjboHoXmaiL1yQrd8PH09uTAh6ZBJU+p2VKDbnf4VOMI3IHRZWQWdJzwL4AAcynQhxPYrZsg2JZcnWi6tIlx1KktseV6vroHm2MC1bBaa9SH3USmsO7zk0BGRvD2UUvyDBNlFWNRix0SZ70HgnCwCPKom4JzO47d2SiCDzVtMr/epnXgrzyt+5U8OOhMZRar1NJmBPGOKJLMydxAzG5Y9L3jMINIf1oMREcJH5HFPcyfD1cmhg+se0aW4pxdZvQRUmcrT/thnbo01SbnSoFd2UBSI3errAKvlFb7XtP03FjFTAdJODdWAcX1rDm3V5nMdx6X+wqPHYeqW3lqoPIrx4GNaS5XjuDclAQvNmTdCwXn9i3IQHzOiAgE41qnwaSFeyqp5VIKymO4fpgQSL4UOTd1XBgn5lcSYIjB276nRCdgDyQnSC0lGjeyGknl1lrdR2btuq59qFDdpoo94AZr0h2nmP2yljUSuUFlhvwh6TUz5+KmQl5WmNZBqKIjIvE+w4unggDtGlq4c9FdC3nScg5q4PE+uEcRzhZz2ZnMGs82wRcxmOFSFZd0uXlgdbfLGflwqHAa4/bEfghO5WSvfwoMqBM62WPpcbc2T901RkrvgNMwd3VU1pCv7TP5q2RTq0hsJB8dd6pRrk4PzTI41hD88CgRAOmduG+j5NzBL2HKYGIaOvXkb7d7vXZtQQs7hgp+OVL3EYTPXW1yr3NXdU3L58Oa3x4UjHMHZ3w61kWpgDuO7xYddt5I5kazy7bjfIMlL4ERvoioglCJrW3quCzKo2Iyzh2IdTyr4Jw5N7gH4QJa/2IpS0hQMurXlrA5ruTczH+Cp/PNP+Sc+9i2ep3aVd9WnQaAeQg8dIKOcl/2zDSSBQ8ezH1Hn0NhRM5N6XA05+6o50uJc4Pz48vxlIjyWibVpt6UQMwyredmwR1W/kalttWsLmjkktE6dpyjTm2xwP0bcMwifhmN9ti/G0rd6yIdL6gjiUgRH58OAlTxMbhvC40R3AJ46lU8LfUeBX/Lf9m3SmUVHsT7BVV+RjUk14G0bwZ3SLyPxu7Cum+AIcRE3/7IVjueN3QXKKodR0SnNCKCMDy6KmGS60DQtowmKGIMI3btesnkNo5u6Q7qBRBL6/3EECB8kYlyAs4N84U7fQjq3SBs0mLM1EYMdyhONOHrmZVF2Jwh2iQcYWM5rZXAkdUCHIxz801s/iI6cgjhrzwl14FUeTVEHniUI/gbj5JYYLqGiVLvocpaan3uyFFlTKvgHDm36kwNn3/XRA+CYs07Tq+xXKxutXvHal+B3W0jnw55tH3coO73mXJSKjUR4NxMfJ4rLk31te6yd+HYxYD8z3W+Fue3P8C54VahnA16NVHWwQHOTdUEZY9vMlCOc9Tt+vTdtpkrQBihuFTysMfdBQY/jblX0+XB5NwuFw8S95hU8dUTI0C3aFXWYMxMIjhpsTriTSUq9fvlRJ7UHMcBfylcrYWm6O1+MF0vf98pKq0xeN69C+ZKJF02/Z4bVeyI+ZJiG9GzgCPyDXdpPKGdOrwBEpX0CD0PCQvs/QqclaMlsCxnbM9VeQ39hDoUQw10UbguotTy5U4xQhBHFSWiASuCw/owJBTg4ZjOfRDtuMiphr1LEuSWL3UKnsAI/8ahJBc7NiSTvASrAMCMqrWxrYJz4tzHykPJvSPIvYuQ1qncCpRybjkIvztqGbPZ4lrdfAhHyUsjHQsCu94waEbMVTwed9srdFQvNaOBjchI9Qxof8UNs75eKqSNVvCAGx6/SIj5M/4rDwdAoNnJT9wDCQ/Hfu3HbXOnxU+59CC1rO0yIbnaA+GJe9nr7Jpt5rZCjipwp+bcA8pK1ZEEUsLb00RALRaFFJiJUnBzlsqWYnacaN7A/iHB1pCr9uqJw2V6oeiPp1nwoYmrewc8e4IavawYF1EAthERcj9CV0FKOTfMc75bdGk8kZlHRILD/dhqLuuTWtA+ng1EnmjT3k24yUCxOOyEHHCBry1ytQrPH6pqEVaevtcgqeXLnWK4wU6UeyWNa1fTqaD3RuojK3pqVqqRtMB3vTfgSPmBlacXm9zypU4hfTSaN6oq2K9m06mQ70WKZ6zQOrhRpnBl4YE4vlVwTpwbmKVw8mLAhhJu6b4S96/kVVTgYgDOLX8pjXTslXsI6lR5RzVQsjDcpEYyUeIxM/k3OLrekgzC7IN2c7NaYjtlRJucK1a3YK8sWs4dJVn0h4PuVkmfoFY73D1fOeQ6kM0lEaJ0FfggYvdHIl4sxS+L2RuzeIhIvyUkROZgWxG8RiZKjsePv0+IQBsmIfWgqao72iMC+zmhHPQaC+C9s7+fH1AJ86kGY/n8WEo67qNuCSUW8lHkIbzlB8x6NbMqnmPI1uGeSZ/4AVAToduOnW4JswWSdsCPWuXLhHjrEKYlKJzPKsKX7BpGaflMHOk78DwoEEHULQlZRlLRgG+TCqpvjSUt4PtfwtT1PyufQ7mZ1yQ9e/8L6qvUd7KEuiWhKqBrGHA274PGzFiF0cN/xa7ohC6dQ2kug0e3hmq/bpyr4Bw5dxSzZDXYZ+RyAw1w9rvURAKc27VYSpcr7HQYmTS7X7oHpcadRMPEVKAGeN1zA8LYTCq7VKnvdEDG7v5BAfWVRlBM8g54JK+rnSJTzr1Wr8xTPbfpUv0BXR4cNED1UEqUJ6L8jROlKz8IPoyky3wBIPnnnigwhxWBWCIjCYTD29NCgG1ERFFbt+4m86uCb3Wp7phEJNA4lRKmcI6pxaS09EIbygBKVvMabLR5jol8+5a1SvORG5hKGTyXo7BD0VoFTbfJV436tmluVQvT4AGjoHLEAT2O+8pl0cETbaxsKOmChLt5aW4aOaa0veuOy5110OshnkcpX9exUtvlshimTxLcRvdqM3bmAkm2bC8ETzS0ofTggwu22p8uVLdME2z9wQO9JOeiGwLi0sXd8iWpHAxf3FfggnvYuxQ5tZiU3KKjDWVIS9sVIE7kjM2mudOoXgUDk9Riw5cmRlYBc9fYqC7CuJRXatuOdxWcI+fWy3diTsahO3TyuAYHxa9Valv+V9Wr4MKEnbDTWNEJkeJsblYrwnQldjyfcx9brfWcsJ9rUd9bJDVfafo7g1ZrDcIkOfrRVcd0j36kaR72qK9xMX1+wM3tTlDDgyp+qDk3a+WUXfMzBXicVrsCrgMJIansqsknB/428Pv0ODe4nOs0Vgs6uGQCbfXCakPpgQXl3IE6OYtb1n7kPiWla/l1pzpDVMm5KcMQ5HZShN4NJB1yuHbcbbi+AvOVSI0sL4qRv6BI0j4c/k9SfPfd/DNMrM6WUZimR4GAvzmjwZbiAcBgnhPda7jftteZr8BsabPjCwQC347UrdXeKOXonh7Y5y1VBSf0rIWH4YcnvoTv5Jwb1pnhjSNrr8p8BYKxoCBZHCnU1YVhgKusCA6ahrszTJt04Mg2BeEDcXhrvUi9ARLtUra4rtbPgnUmdzjmZ+qg4foKfLXSUsll/ZCjdhVZBfZBs7Kou8NKumDA5rzwp6yC425ztQA+McENdKEieXn2vx3zKjhHzq1Sb/CVTKhuicwPmIxHPSJGP/WmK7/OXX3uanOLyjmIpq9IPBU0NyiD1a7WqYmh3bmd1/rbsLspWHvV3HTfww5iptiAKNGNtrdVAMOe6aD7bV4uq7NZ0mM8aPJw1BWjOgkvCF4gAogAIoAIIAKIACKACJwiAufIueNpX7s6o+vL0WeNPhkG7XVdv97sHXVq17mGRiDC415roy7oM1m9U/aqAJzbl514qVMhinKdAPvIm7FnQXmRxF5Q9TV5fzM2PL5EBBABRAARQAQQAUQAEXhCBM6Jcz9hrvFzRAARQAQQAUQAEUAEEAFEYHgQQM49PHWFOUUEEAFEABFABBABRAARGE4EkHMPZ71hrhEBRAARQAQQAUQAEUAEhgcB5NzDU1eYU0QAEUAEEAFEABFABBCB4UQAOfdw1hvmGhFABBABRAARQAQQAURgeBBAzj08dYU5RQQQAUQAEUAEEAFEABEYTgSQcw9nvWGuEQFEABFABBABRAARQASGBwHk3MNTV5hTRAARQAQQAUQAEUDzNTnCAAAgAElEQVQEEIHhRAA593DWG+YaEUAEEAFEABFABBABRGB4EEDOPTx1hTlFBBABRAARQAQQAUQAERhOBJBzD2e9Ya4RAUQAEUAEEAFEABFABIYHgYvBuR+3zYfWE4F2fMKvrUP7hF/iZ4gAIoAIIAKIACKACCACiEAyBC4E526vTRGile4NSH9tq7vfrK8Vs5c0bdkMfrxrEEKMXQkGa6/RPPCe2OaNSXK53Dryngx0YVuD/wUzOVCCGBgRQAQQAUQAEUAEEAFEYDgROGvObT+sVe50JaweN/IaIXNGc8c0/X+trkrwbT1oVNcqpUVdv6QR9qdN6jOF0lrV7EmxOmHObXdrCxrRspV9Tn0f13OETK22bMfp3S3pM3rw33pbjtRurWZYeId+6+Yh6U+u/tiNz9qtVdYqA/2r7QYQacGqot9fblPGxW4ZlzPGLkdALh7eIQJ9EbAe1EvzmRQ0vFRmvlR/EGiWtrmsaJTBdsiT6b6bI8TvF/wx/iZEwG6tTBFitPzgMcOCjHPPrC5lJ2Ec1SbnitX7gXr0Yxyjq8NmUQtKatTFP+6Za4XMBO0G6UJlRx5mpW/alTRRtv/eTqWQpj1pIlNYbXROKP2REhv+m0i4QkWz2hulHANQPRY5TnQj723mFOMUe7Qq9KdQquPwoH0rQ+brMW1aAcIBsKlwO+83XzjOAF1JkezQPTpjzt1rXssQkir4tLvXAB486ZPdaZgFtIW6TMw5sPuVqYmMPl8sr9crV0lcswhzbsdxjlpGmhAtV3voRti+lUkt1rvHTogEl/OXCZH7nn2/PKUVm4fsW1fOHWCv7VtT5HIlQNUdx2GhvcAhig8kRrsUIv3CMqB0N9AFrI6/RBGXK9J1+7GXpltk625RSxvt4GOOMP4iAtEI2LtGhhBtulDdMs2tamFaIySwhOvWZghJF8rykjK0YqRp0GEaOXc03n3ewIgELEHk3N2mjDws7Jdzk0Cti02PVx/UQdKRpvW4XStBPabKO2M+KHTrC7AECeyOquqAhtT0wnrD3GlUF6FP5DeVUxaIaYiCi7jPtblyfdtsbhq5CULSxkk3XVV5HMpnUXCFC8MqS9OvVhs73liUKmwJs2RsIw/N+JXKmlGYhu6UWe+E0xufJ2yQjyNXCiy69XmALsC5k8wX0OkSdSVFqsP46Iw5t+M4rKu483R3M68RrXjXmwqc7u0sIdnao/5gtlbDnLtbv6rry3RmUXJux3EOmrV7fnLRyfSgDUmcG9bf2dvKgdWLBr6aWgtTbi9A1AVIpwLtNSroEz9PUpAnTgQjGEEE2pXLRFLHOmqV4YmwyLTNEiFTt5J0AXeYRs59wpbCwA9y7nBktrkcWBp1a7MywwvXYzia0X5y3G2APIiiKWskhstNRaRT5fveEoXtNhQarjjG+8Jq38qyDdng2L5fAZ4uipYoQdSW/GWRF8vYXETDFYLA2i5qhOTeFadj2qq1MlczHbyRP6plA5USSnfkH1h7FbfJDiLnptuV0Hfkdt5/vkjclUYH+LPn3EzYrOnLzS6VmWWoaoeL6JFZ0kjmZiIhrIpzC0Q5zLllO8vWikvZFXrZsMcnREUzB+JhEh5V5aZw2CgQLYGYRP7KcRyrWQy211CY03sADV0rmbiVeXqQjkVMvUaeBBaiDnRDUTlkvzJFiLiKjkKGrrdz5RXULYlCKP45lQheLpevBeTcwa/seyVg3OKgumtoRAtItbu3daLl6r65SzCeEb6H7W+6Y5Nf0BPIuSmZm6mJdM95VNMJyW4Iz3pmZR42L/MLoMMgcxGnfVMjRK/y7VaGLeyRil1phBEPFy0WrnDw9nomFcKKqYu48+/AjZxR9nyD63+GEx3xJ6DjkYMmu5CHJpucc9PlYm6lHNQt6T9fJOtKo4X7eXBux7EPLfuwWdBY7WqT01yngupmpdL8dqYgzQFWqyZsmxZnCbmcF7awm12RKAc4t9Uy0qnCRscTcXPKrlJ/BPF2gHPTxrHY8D7nzaBdFdQ/dMi/UBz/VbWP3I9qhydhKjzdJ/uFtYE8QzxZfPj1eCDQMrTAWGw1FgkhJS5bcqy7RUKmKvv98GDD9LvdLmhVynrG/T7F96CrBgILELXSNY+oWxKABza1Agtsyu38Kgt8MH63dArQspU9i7bGfrolVD5CVgIqvzQSX0pNpw+SKW51mWWRzLnZ21Ct3S9DXxrUl8AoVFg8XElLKHLuQRs5lan13cdOmpNhDMfQy1xrdI9pY07Kuanmwny9q9Dn7jdfJOpKw4hlXJ7Ph3OzHNkPW50jXym5saITopfvcHXkdwrBybjXLPksllpxiYrgM9W2SJQDnNuxWjdhz0SbM1p0B5BzbtC0to8dOjLSuf/YtsJybrrrJI+brBDQOvWVhmD9yfPPla1puULDa6BSqHQwu6SyqnwnaB3qOEy4yDZCk/wfTr1bvxIgT4EM4S0ioECgva5rRMvfbluwa2R1NgopWYZKp7p89U61OEfN89TGYdSKYxYkhXSgR86tgDrukd020oQ5a4rn3GwelQcuq7lEyJV696jTWGVWgNrkXNgWNi790XrXrl6vM2GMSNoiy0hF2rJWA9WZvCIqWfUaqxV34KYzkVwFcZxbDhmZi9F6EQ9XwrKy9T8bTAZs5OBagJDLBrhTGNe/3pbBTYEH4Ny9O3mNKQNTuWGg9faZLxJ1pVGrj/Pk3AEsg7MvDFXRkzGV1MLMIcVCxzKmhB3k3BDOulfOEC27DrorHud2IwgmJ0TlMOmdZuxJidEbCBZoZ4FAtFxh1iuFsu+VlAJyoC2q5Wb3rsjOi1lCyGyReUEpL0wRki0KGwKVtaaMEiRNNzcFmyopO3iDCEQi0N0sgEGe+zdZ2OgI81SvsUBfTOSMzaa506gtw2ZlwDjMH6aRc0fCHPPCbt/8/9l7u9dIlixP8C+w9/uwJAzrM9T2Bq1uWoV2RqotWr53ii55ie6MImky2ISKRQ8iyAcRl+FuIIYkyAfh5LLaIBkU3IckyIELIUgIwRXrWXSua4rOrhCDCA11pyObzibE5jLRO+ptr13N+tJi15dzzM3dzNw8PpSZ+og4IsnwDzNzs599/ezYOcfsRHQ9knNzfUqNSeDItl4urzJuwJfYwlZfS/ZnI74/u68m4twGDi10ERVjVgGTKTxoNmZmN1DvyWihiFTm5tcE1ySF5/bEQiF+ukYeHFQIeQnkiTk3Op2LjdxMnBsWoyPmC3NdY90Zu5KUxbt7eZOcu7dXqj5NuSOSxZXyE/Fkq8gY3m67XmYuAF828Gc5z+SlKdZWPueGPdnhkFOElHNfoJ/t13XGSq3v4RrE3rLIPGaoxgUAfPHjOTeOttndXiyOiXOrDQ57iDD3nITiQ/FgT9+4ilDTpjtCQEJg8AoE24VHbvu1779uu6CxKrsh6jXXFy3V/QLqbTPriVA/QXdstjCyxHZo7FnSV+lSRgDM71K78xGcOzyqWwYVMj6lqQZ8sUOnxP5M/t4cXV8b5+ZVo9oyoTkycW4zDxvXCLmLktSr2FSNnGtyz3vjlyCekHMH3pbFVoUBvYlzj5kvzHXN626MmFLK7R27vBnO3du1na89XxHWNnI5926rq6lRg+aQZVmMLdu2xaSRC2trJOdO6ifh3DhpxVI7/oNGGFJSEXc5bGwEEOyjOTd+y8Ct5TwkGc9eXIVzo2Sd1d9mU6MnhEAOAllnC1Hgg39oe6QCN3oPZHVUgFWHaZJz5yCd/xj0s4UwD0Llc27cXs8IU2NpQkbnnov65lKZOAX72jh3FMVO8fjylfsKtDfKDnFuMw9L6yh7Fb5rgeNLqyxZf+HUOWEjR8VOSwitsunP35OJODdqwEsjf5Zzj50vzHXN685It2ahKm6Cc4d+3YpPopEh1CVeUB9GAVisDNpCxyN9sCVKpN0SScXqzLoQCd73h+jAJOHcEfdnIn9Ol3OPaAT8lULZTTcjGxDqyTgGL4QKmZaxUq7ROjjRL0QYR36ORzY3dyVhuiEEZARQVztjH4k6edazUUbCyU46H6bdk1QbRe/18vfoOoMA7O9ZimuFXM7N7ZPyVvLZoZUGhHgFOM6GcoQSqubMhFdfLrBBf79WxMPdCvxUHbRCK7/K7OpmmsEsP8iFy1zo4K3rWIwtqO4W+Db1ZI0ch7UreRsz52gGnk7Aufl2pewNKcO5x88X03alGYA2im6Acw9eFgWZTg0o/SN/vA0lIo5b1bZ7ggb7OKMM9suFtQb6FxzLuVH2g8ZbKefmFQldXab4UlJj5dwv+iOOge+/KKmHVugNBwExuiSHpj/W1THXBU9WFxNybpJz69VA9+MQQHon9xEeQVsZhmHKqHkAvk1U7gxHL1CzKY/L0Ny9R6hNa3p8pq600QmGcQsuWQIp+E3JdZS4s3KDg+c4zs0XM7pYFKsm9VsiITIxsDgmZ9a0UkpzcTkxXKArfFgFHdPVuq97Ro8mbuToTsBS+85cAD2ikNiYDcv1NArvKXlDER92xs8X03al9Pt3+OraOTcaCMfHp0ddlxXsxBUJrPg1R3s1TZObH2vElUkk0hygpxGhhM29OGHXTZhoXEUoUa4cgKpKHP1SuOeW9LmDAA6Dl8/EQYtDIyeAYMaJLWkUY0gwuiRnBi+EUYTHi4xOPIrQWDs9CIArao8fQTBXpM+d1BJdjEcArQ4ynACFc7Gc27xLi5Z8IAIMhydGrz7cW1EvtrQYn5G5DaEIKbivpOZjxlilCV6SUkeoYCQNzp4zlYXIoT9H3SddPCCMOw5mtqHnTEKfNfQyT+lU2EQih4fVRctRj34L/ScWI/JngkuvAbznusLWmqurnuLbSRs5p33GxZLxq3PxcDznDj/0dF9tr+rgeA59uPHTr8fPF9GUXWkmwL9uzo22j0byOt5rWHBUx0VtfG65xLmTqggGb33/BOduE+dGiXJsqhhHx2CZ5ZrbVTk3dmAjQ/1Izs0PMFtxj3XZIBQJN2tGbzXyRYh8OmaW4ofnQ00fXqiBkt+SpOXQxQQIGM5p42qpiVYf0mtFsTLiR5TlLR2xuZoHhAkyREHy9Lm5A5msWTYixtf5sqkrt6FMzKHmFdfJODefqpRzKPGkz5wT04wkEleniSUxGPefNuAEZoOG4ZxVhhGuLAY4FmkOkZRQEzbyEzhywKTYqSQ2ZzfjObcBkIxuSTR+vpiyKxm+evceXS/n5ufgJB4MVLjGz74X/dZmqrZl4txSigbODYQg8Z8g5NxSlORS1+eO6W+iM50E5OLw0lV1S2KXDtvCpYOULlziuDxK6MKNteW5M1ZJVOTcsNxcKLaUM8/QrG3k5pGWF7olBNDxE1grFe5XmweJ35LEmgIQ4otAJnwFNh+DsmVhs5P1VsnxHN/rCfeRCMA4ZvCrlewtmCPzarLWKlCPB80KnsJoXvmbE5jNp2bOjWRC9dmK54Awu7LX8Y86zU04x728n9PGzSSSL1YLpZ22d+R39irg914+Cn42AZ6gVGa4uFpasjgPvK8sxtjKRp17yJX/997HX5mkkRvF4RPkcraDmDk3DjX5mldZzg2OAsfMF1E0TVeaCdSvl3NHUXTW7eacrTrt7Dst50b7rfTE4zHRI1TzSpX2sM8bSGoPlsnj/xQSzFtOzE5Uxpw2qjDoPi8ypu0/pu+HRy6e8SMba8NbhHGldjiIVcyHfn2ZMUn5BAJh9+A6NmmKdEUITIDA8KhZfYQnUjFr8UG1eZQx+Rr6za0inojDCqsV90DRedC+MG2v16LTbQ7nNs+aMlzhu467yeuxYG+6nXemrTY5whxcT8y5o+hy4MUnCkEjF4eJmDAyk0g4LqL3ssptKK2lYnXPqCJhSnC2n5nh0jg3Nu+caVeWUo1t5OYan22Ex5fOPHpcgXMDIRk7X0zelcbn/A6EuHbObcAk8LbhsHecpKfQdsgjzcFhzVl3HNQOT0+xuUDvp5K2XF706KLX3m00nlZsdcspfFOLz1tSigCtM2/fnAfEXq1z7sFhDfRk1F34OGG+a4YDSmGzk2E0UXTuuw/gpBG2UGllZ0p0U68MR5ajSbBAx0Zj4Uqh6IYQIAQIAUJAIHDaWCGVXwHGDf32GstT0IMbyuRsfzbwtswmIrNd7E9butvAufGUxwXb2ay13mYVj/PKmyd4jiL03r24Vqm9VCQHwWnbfZl6NMvl3OA5dQWsOR/UvDP56+AZd2U3TQHf9ZrrTu3QQIyTmMFxy3QSZODvumr6SYyht1tvvOx03+Wjcdaubbf7cEa96S8xDEVZNx7xIweDfWdSHJQRoWtCgBAgBHIQCLo7dvFljupIThx6/GkRCN66Njoc+7TJUmpTIHDWLi/QyUFTAGYMeis4tzFnYx+iw5Gr74eOin6ZcXeGuYHTZdOTrsZm8JYGAB2bZe046FuaVcoWIUAIEAI3jMC5V/tFs5cn4LjhzM3J5wPv63Lz9OrT/ZzA9FmL2dsr1w5p5fmxGN9hzv2xRb9KfDB8sWU/8FdJ5EbjgK9GW1M1udEM0ccJAUKAECAECAFCgBCYfQSIc89+HVMJCQFCgBAgBAgBQoAQIARuFgHi3DeLP32dECAECAFCgBAgBAgBQmD2ESDOPft1TCUkBAgBQoAQIAQIAUKAELhZBIhz3yz+9HVCgBAgBAgBQoAQIAQIgdlHgDj37NcxlZAQIAQIAUKAECAECAFC4GYRIM59s/jT1wkBQoAQIAQIAUKAECAEZh8B4tyzX8dUQkKAECAECAFCgBAgBAiBm0WAOPfN4k9fJwQIAUKAECAECAFCgBCYfQSIc89+HVMJCQFCgBAgBAgBQoAQIARuFgHi3DeLP32dECAECAFCgBAgBAgBQmD2EbgdnPtDz38XfBTYl1eMHZyHV4xJ0QgBQoAQIAQIAUKAECAECIHJELgVnLu3u8KYVXszJf0Ng8Gp196tFpcsa9vXIx+7jDH3WIEhOOl4Z8mT0H+yyJbr3YvkyVQXYTD9n57JqT4oB/7Q6w7le7juPmVspyuedt1M8cUr+iUECAFCgBAgBAgBQoAQuFYErptzh+9ajVcDpYgfOmWLsQeud+T76b/uwCT4Dr7vNHcbtU3HWbIY/7MWnfVKbbfpaxw0y7nDQWvDYlaxcSqo74d2ibGVnW4YRcPDmrPu6P/2ekpWo7C7Y/PwEcaN8zDpT6n9IU4vOG41dhtT/WsdJ4iE3Z1FxgqlvV7yCDj3zuSce9h+NEGmUwYfZ3u4X7I22mr9qQjR3awjEHzfrj1YhO5nLRa3mt1zrcChv21oWqV9pX8Oj5rVUYloadKtjMCnRvgMhkGtguTvzdH1uVe1dEmNufiXQ3+3Yi9AUy+sVhpHSvOGKGoA96AvZh0pvaHf3CrGfelBtflWHs6lYPN12WusTtgag/6BW1ktQB0s2JWdTj+L3ziEtYFIZxHzhXxa2t5zmz1qZ9p0GiC+et9yDIO9m0j+oigaN19IaU7e+6RId+7ymjn30PvKZqxQSWn3sAM8eDElu2swBOUSu9PGyoLtPKrW99qNx2xUs8hy7iiKLrruKmNWqfUurqnec7uw2R5cRhkSXC8vyxQWwodv6ytW1YtJRizn1kbS3vMVttzQqDrERaF4EjhD8e0CY9ZShvRLy4DaodIFBgc1x2LO81503udrleZjxh43xbqlWWGs8k28jOlniNHwRF7h5FwbFH56jVWr/ErJyZ1r9JThKyMw2IcFMlutNA98/6BZWbOYVW6ne0dRFA1a6xCgri4ppRVjxBOxN5udI997Cc2YLdT9K243Xbkodzfip0V4wJffxLmjaNDegNat7Y6aGgqGtJzKXsc/6jQ3bcas8r4ki+ATDbOKT9rekdfeKRUYs1G4k6Z21oa+xLvS61ZtzWKsUD9Kpog04DxdgVSLTbQC5CEt5zEOI/v1IoDpKrvW4xDmA1Hhkdt+jaMZcANtNJsn7EVZw2MX6mACzh2+qTFmFb/WpIde0hMmmC/EV6fofUmUO3lxzZwbpmQc12z3GAYXrBKrepiuTwcviowVW+/HowliXb1ZDNqPHWfbg+SMnDuKojOv9Sb9XP5nUBKsCHph/V18kTQnY1SItbKbpdzGwPJDUAWZdtoL3/UhNydNvmIBocuCLVYvQOILqzGJb57I3/qo6+Cwalk1YkgfBeIdjYxyCGVi49xiVVpkhn6NsZXn+V3gfauo8g9YyrKr9Zo7iuPHZfuTIjz4tsQFVdMOPh9XhtsX+3LQAXkQ/I3l3MN92B+tv034cdh9usJYpSNEGyAmVFl4ZqYbtO6rHPGiW19mRnnN7QPrM+Uo6D0H5jwR5z5trKjDSHTasJVhZBzC552KJt3j49tmZxJ+8JkguPFkg5NGXAc6uTJkbfDCYayKfMvwNppkvuDxpul9pi/dpWfXz7m5sNlytr0BLqeU1f+FX7OY/ayXDGYjsDRxbokoZzm3amcJ2s/Yqgx62SByk5LCTADXlEZVc8agG1tjh2xD3MCrTs+5tXSm0S3Rok5123WtsWuPqRKkwHcDgeGrMmOs+lrpncFhlcltHudCeRWtla27YzGrrppfgODWekQ6SxpUObefEGEUBJae1udctwS2v0HMbJc3YKt83ACOZG69pUhfcJO9+JI/67kWY+vNvlKBvcayJCQ6dqEbqFJtYDBWSd01UpKY5Zuh33gEe73lDVgEjl0BDvYrzpImmwO5VSqGG4dw+LbhrBZUKzKc9JmiGjHLmGtlA20o2JCxNspQB+M5d+BtjVolTjRfcOWTKXqflum7d3sTnDuKwvMgPPcqFq9da3FN6FSgblYinXXWK8oAFHRb0oZ19T5jy2VpC9sbyERZ49xB110tVF6mGl+CsmNHxbV1+h+ItzXOjeOsYQXca0rqHw7kXypO+qqZL/fDRoPa4SOYitKywp73Whnw+dvr4twR2LzqtEnJIN3MJALQwFhqkxCXEbWBHbH/gxR8pXGaBwAyj6zFc15wep5B4NMhjFuOj9qDedfnxinAKjZOggEIsMdxbpSPsKeyzipY0wDh20KRHzf1UfZIoRZBysNqfLUJKojiOlPDc/iAk127ejDgG9RjObcBI5RbMzG2XAlhHJ201ZThS7P5CHdvmP1VZ3Cprl5yi4tw8TZvCjPJfBF3nMl7n+lDd+vZzXBujlH4rtu/CPrCbrLz1GHMqb8SusXfVPQJfujVUhYLuhOKIvh6sycTZY1zR0H3GeyZWA9cbvUlODdoWoeXXBcF+cRlGGTl3LghbhoIoHU6TztCi1pkXhTKP/KxXOOWzii7Km5pelF4+41u1xEcVkFv5FEDXkjrEFiE3K8Ku8wq6OikCaYqVrxrpQuMMVcZjhVF0du6Itq8W02ecntVBEaMoYnDHJzqys1XwkSS2zYlutp8P+fbQfiu427GXbi43U6XwlfN2/zE+1QID1+VLa7FhxzRNLjNCai95tdxC+Rj4xg5N4q0S99qUo9B+6GQ+Y3i3Hw4RQHhw/bgot/Z4YaY1uKDWvv7uVVqGHZ2cDoTSqHTtsbwzHcfWMxymvFqf2qEw/NeG43Nqq/ntBaGB64wBZ6Mc+NgvvikJbVhxQ54kvkiiqbsfXd/TLpJzq2hh+OdxPCANEu3Wmi+qH2o7UdLwmmdc0P84E3dZlZxD3RXEs4dJ6x/TkoqiuINdINWNAQbPUBgucZwbm6LkMr7xdIC7EmNWzxnneoqYw/bA+TcrQPfP2rX/zmztlox+3/dKLHF2ktcAxy0Grsp51atRdFUNNku2CoytlJ+IlP/Vjc7BA075dE6u1pl0e1MIIC6v7rqFDbdxNp42NnANdxCyd33/KNOaxs2K1MVcKQjzkYZuiGYl/mdvQrYUK5WPeHSZyag+nyF+EQIo7eo2Dpl3jl3WlkTcW6cWTJjPpfU8nG+WzdszaPlazyjYeD1cnmVWQ/qsQEfbq9XX8+9eboZ3rSO9KvUdYbjniRqb9MgjAYSOGwtSt4d9O/M0/1knPsEVKgYS8xYG2BSL5kxTDBfKKBO1PuUGHfy5iY5d2+vVH2a0rv6BlhSpYQv4X/brpcZiNBIBev7GXj6E3/Y0/imnolzg/+Q4ZCHTzn3BboUeV1nrNT6Hq5B7C2LzKOo98zKWQDAFzPjr8gO/k7CudEWId52lCJjcYycG3yw9PuSvwi0NZb128Luzkqu+5f0G+on9IVHGk69wj650clUixqK7mYMAdztURtV7PVCyLl7zfVFS/UewE3XrSe4qc5FgNK4DF0S7TriADOG2KcvzidBOPC2LJZYvhLnFtU00axvJoU4kMaqwKH/BLTDuZ8AnjY3FBaTCA+suueKfWpppg4iZ/Pza4Y3v/zvu50j4UMpdYk2DcJBz3/t+6/bLiqUOwqjyP/uLL+ZiHMHhzV7weiuR/CQ8fOFAuJEvU+JcSdvboZz93Zt52vPP0wJd2O3kcu5dzOiVlBAtCyLsWXbtmQfTNjTRnLupJYSzo07IIqCBe4tSklF3CGuUVYNwT6ac+O3DNxazkOScdMF2kLZmrMIHMTtr1IJtymm+ulJOTfKbPRNBlPy9Gy2EIgJ9FrqKzA2uMlor0rl5hK+OijAcs6tO9MMOpupqqsUkS4nRGA6hNEc3E517olzC5gnmvXNpBAH0sT8LvYVWCjtJL4CuYEm37nlgXWzh+CgAt1g2rPhROZn5NcM7wSFu+w37zPh9OxqCAfeNkhqNdvWCb49Y0Em4tzGMvNtz0Tzaqr5YqLeZ/zqnXp4E5w79OtWfBKNjBUiLimT5PI/dOl9v9VCxyN9EJJZYm2KPW0k5w7e94fowCTh3BH3ZyJ/Tpdzq+OpnGkuDlcYu/HGyNdFQqgnk1ihiafCLmcUm4GwwrmPyXbzvmNbzFoboSmIJvaJPZAMgpSPzOUIQDJh6cFsITA8avBzKKylYm2/H1zCTrr1bJSRMFqPYdfmnDuzvMR1r9T3ZwuxayjNFAijAy/FNxRxblFDE836IzoPfA8AACAASURBVPS5ZfO7oN/e5ufdFOxNUFbGrfYybg7y8TPT4K9MN0X+Z+H3I0BAFVAuArsqwmhYJXbtZgHOK5Xh6pw7QoNsGcDJ54uJet+VynOrIt0A5x68LIotttSAUtgajrShRORw5WS7J2FCmgf75cJaA/0LYk8bxbnRtOI+uHlKosf1odNNKamxcu4X/RHHwPdflFgi/zBVPgIitmOUAND0c10dnzZKT/3efgVOW/jKaz9lbL0Ou2ziHxyR86g9OPfroGXl1I+yetlRxOeP5IxAHQQlN9INybklMOb8EpuQ5HInDCVlL8SGbxNxtmFUdcXOOMJ4Y84R1ov/UQjzic0oGJjER5uel9m6n2jW535LdFEI0pR8Hw4Rn0TEDk+6RpIB/Ai6KSdzt68/BgQp7hUR5kIBvXLvNqLT535izn2hj/WcUYwSwejzRZq7iXpfGvyuXl075w677nIi5O66rGALe0E8zl0T1tY0TW6u+sldekukOUBPI0IJm0ttsfvpFugoUa4cAPuMo18K99ySPncQwGHwcDyb6HufUZ8bXZIzgxdCGKVr+Z5KwWEfjODD7ms4VVhCI26L0pNg8N5EuCP0+iefQASgZaQvhraNfZL0uQ3IzPSjk6a9oO99S0voKEIpkSV6jcBC9sCFi17dSxr2NWvkXpBIa95/Pxrh8EMvWZbHF6/q4DEKnS/1PmQm0XlCfLJZf6x/7qG3tWjJMm+wWoDd3aRrcImspkaCX9dtlOcJfiyrxJvzyx54286ipVtA8erjqI5FuPdN0V5w9NP3wKs3M+055+dlBt9Mwrn5SK6zBUU/aux8oUI3We9T49zBu+vm3Gj7qNcTxw0RN7/iAYKjOhwUturyI3MkTpkAHwze+v4JWkmaODfyg7ijxtExWEbq43ZVzv3Z/JbwA8xWZGubpDBc+TXnoHXgMeIIBogBxcn+ZTbx08ThSE44fNgSDk3hVZZznw+5Ko4SEYUBuQJ4JSjdzBACKOGzZGHeeaeqNCGk1+r5yfykw8TmIXxTA/sy6RzseCGtWSPMEGyftCifAWHSLRE1NOGsj8GUcyh90AOWz6GEQxJTjfko7D1Xz1fmohbZ2jh7pKvI1Xz9TsS5I87tEr1hgCg+yNONnSqMRRiXrytPZR8M3CJ8FAmZj7qYhHPHVSCP5HoVjJ8vFDgn7H1KnDt4c72cm5+Dwz0YZMAay7mji35rMz0lx8S5pUQNnBumq8Q9QhydK3NL8eBS1+eObb+UHh5HARFd6aq6JbGFgcx65ZzgoKCL6jFAeFTXDsWE4jxsZXRc8qVWsZl8WTl1KMO5wSTCWqyrZj3cs6ExY3L26Xr2EMAWmziHcksLkh9A3jLRCQkTvgKbj8ETYGGzI3kzDrs7cDK287jZSX0Fut3Eh/fsofZJS8SXKJ8SYeLcooLMsz7XN1DkF3icELMrex3/qNPc1E96j/joqvQC1cND4q5HMkfWXJ2ITM3Zr5lz41aYsgfLq0AdiyxHll7FDpFyEeYDESs8ciV3jQVyFxifU6M0eGiEXK4nzfvjq2DsfCE3bnPvk0PMxPX1cm6QrXa7OY54x3NuFfFpOTda66cmyWOiR3jGQbpLjn0+0wqjCG0QswJm/Ylh3zyeO2VRh1zAMOiCaCSz+QVhDIdi5hWnt+uUdryBurQIvm+De2/VmxUkzMe7b3rDWD+933qUWIKnmYPju4ViYvqUruYDgcFrl9tQMu28m6T4Q7+5xa3HWGG14h5kT7wJ+wfjEklSo4ssAp8WYeLcAmHzrG/g3FF0OfDi42ygkYvDRERCYNvea8W9wFp8oJwVkgRKT4ZiBXvT7bzLF5EkcWb+YlLOjRC/rJXw7GpmLRa3mvrpcVE0DuFw8LpRWYNjMBivgvk9lkhuWGY5d4ZzQxWkI3lOFYyfL8SXzb1PvJ2Z32vn3AbkQDfLWXew4Vfx8FxDoOyjPJYZHNacdYdrh7vJKTZ840nSGc2LHl302ruNxtOKrep14Z541tIRWmeyb57NJOiYw3nCOuceHNZAT0bdhY+jo1dLTtoLmwYf2JiTdPHAY8HpdFbRhcNx0n/efr2obP1HUThoP0akLaf+JqPkHfZc4OLyX2bdj4qJslqLsdT0kBAgBAiBGUHgtLEiq1TNSKnuVjF6jeUp6MHdKtsdyW3gbekOLu9Izm9RNm8D58ZTHhdsZ7PWepthgblY5QmeQU25xKzFtUrtpXKEYnDadl+mHs1yOXcEp8nAsfIPap506EwU9RqrbGU3TQGz1muuO7XDUYfD4LmPWSfZgb/rquknRR16u/XGy073XQ4aQ7/xCxePGEmiwBE5nd1qKTFIFReV7XZP27UPuo2tRvdciqtcCqNSLurOSF5Akc6q+VqaSgp0QwgQAoTAzCAQdHdskjLcbHUGb10bHY7dbDbm+utn7fLC3J/Z9NEt4FZw7quVArlhhhJOnNao6JcZd2eYLJwlZlW9XLY68bfvcEBYeIyW69/hwlHWCQFCgBDQEDj3ar9o6pILLQzdfl4EAu/rcvP06tP9583dfKTe2yvXDiXDnPko9Scv5R3m3J8ciwkSBKsL5TiJCeLMUpDhfkk9+nuWCkdlIQQIAUKAECAECAFC4HMhQJz7cyFL6RIChAAhQAgQAoQAIUAIEAIcAeLc1BIIAUKAECAECAFCgBAgBAiBz4sAce7Piy+lTggQAoQAIUAIEAKEACFACBDnpjZACBAChAAhQAgQAoQAIUAIfF4EiHN/XnwpdUKAECAECAFCgBAgBAgBQoA4N7UBQoAQIAQIAUKAECAECAFC4PMiQJz78+JLqRMChAAhQAgQAoQAIUAIEALEuakNEAKEACFACBAChAAhQAgQAp8XAeLcnxdfSp0QIAQIAUKAECAECAFCgBC4HZz7Q89/F3xUZVxeMXZw/pHHyYaBkvEw+KDcXzFbFI0QIAQIAUKAECAECAFCYIYQuBWcu7e7wphVezMl/Q2DwanX3q0Wlyxr29cjH7uMMfdYqavgpOOdJU9C/8kiW653L5InYy6C41Zjt9VNSXXYe+6wVbeXfrvnWsx60BrkpXTaWGGsepgmEQd836o972We5qUS9V+WFq1K5zw3AL0gBAgBQoAQIAQIAUKAELg9CFw35w7ftRqvVEb6oVO2GHvgeke+n/7rDkwMNPi+09xt1DYdZ8li/M9adNYrtd2mP1RRzXLucNDasJhVbJwKjvyhXWJsZacbRtHwsOasO/q/vZ6c6PBVmbFS+4P07MKvWczGFOApUOoV91ikLwWML/GL2koguui6q4wxu/bGVOYwMPy9qS8yVtkfGF6ZlxBh75nNRGGz+QpPXHj9qK3WjRZw2NkA2Ev7GtZxsOErqMmVp4An/d0+BIL+gVtZLUC/WbArO52+1lSCfmenYi/A+8JqxT3om5qjWqzzXmu7xKOwBbu03dbjnHm1+/DFwv1a+53WLgat+6z4YmSLU782S3eDb0v6YKIV7wxGp7y+JoXNVKtWbRe95i8WLcaspXLjrfYu9J+YBBZS6nf6MjisWszt5pSh99xmj9rmsYxHuejWlxnbyUsgSTccvG5U1gBkxqzFtUrjSEs17O2VsQ4Wy7uS0AYTCI/qllXztc6YpD2DF2Phksscdp+usPxKlIOKa3OUwWGtCINbobjd1oe+960iK7beiwTm6Te/j2QGlrFNNOi3xXRQWC3V9vXZgKogiqJr5txD7yubsUIlpd1I44A3C76LI5e1kUP+ThsrC7bzqFrfazceA0fUxra0s2Q5dxTF7NYqtd7FAXvP7cJme3AZoQy70dhN/tXL2dEW0qyLATjmwv3DVuf7Iee+3Wcr7EGzx2+MDTTLuS96jQcWsxxXnw7jHA73S3xxMen/eTMEnz/MIwuwH2Z+lSIKV8gDmHGGwOWH+ZWaBt3dBAJhd8dmzCo+aXtHfme3VGDMeihtyPCFn+VU9jr+kdd+UrSYtJg05visDWusOIrf2as4FmMLlU66KO01VtnKVrs3HHhPbK1thG9qllXP7E8ZvzRzD3k/0hbwSikH7UfQ48dx7rhancfNzpHv7deh2lZdae8u8LYsdt/1z4a9F2VL6+OzTTV4+8yha+FxLGXInUEiTt3Gcm5eBazwyG2/9v3XbfcR9C1nN93+RFpTdI8Gw9MW1IGyzsSV58v5WXmOh0vuB+Hb+gr0g9yFkxyYX5ujnDZstlL9tjc88+qrTN0YD/1ty3oyl0NRbh8ZN19kcVdmkE7zMcwGqTgSJZJUBdfPuaMoGrRBVmpzYfBgv2wxS9a1GLwoTkT+oqi7k+Xcg/Zjx9n2QJhj5NzAGr2WUZyst6EhzHkaf4U0RedH9lxYFUuFJYtJKwcQaWhxefoa575ENCxnlGhcz1gUfWiX17JSw2w4/QmwHMasjY42zXD5tP1cEerrkcU9VhCzn6UzCr7hcnSlKkUM+r15BLDqrfJ+OrWjnJVVDmLBJ+p3xb2SZxekgGylcZqX+cD7ygJJbaqsFUXA4Vg6ex27VhIg9GuKVhVQjXGEMu/Td/15zKdHyLl57Yzn3KirlpnY2Mqu6Ms44NTfcsQGrXW2knZzoBp8l++uA2rI/1mnCpuHZroWnDRgcYI7e9pgmCQlqFvOSJ6E+74J/UTZ3ANgpVkMp5Knsaxm8MJhyw1RPRF0zGV3jnYGx8OVIAsyMthngD8x7UovzZc5Ubo7FnsYC/LCNzAUIUvANGDUUrevzUnP3NP8PjJ2vshi0Xu+wthK/W2ymcmXrOkMQlXAQbtmOTd+FNZDlrPtDVDSoEwYXFVD53PZ+oUnJs4tEeUs51btLLtPY8pu0N0AEbWUVPL9DOcGLZEgANWU/RIK3cPh+2FojMsTkTl3IuEeoYsSRdHloL1pV172RVuGnQHrQaMHmRx09rxhXC5YmML+gFrMJO94gUIvTXWey6cVrXQ1kn4HwktpRsHXnGxl2Lwele5vBgFszPclqXYURUiCC/HKEBari1oA7EH5tLjXXC1kNprwQ2KCxC2aZF+o6zJmPYvJBkj+5opqSPWOgoZS/Wm+bgkKn0pP62N1Swb7FWdJ2xMHnNN6gUpM1kVYO0knBcnfTFKNoL9fAyHbarm8nqFrl0Ofb/JslGEDMW+nFIV2K0/rVTaGcw8Pq4uWbjjEJT6i70CNlL6Nl7vYKcpC7AFjqQgmNZHZvZwArqTwKGpdrte/ylRiEkS/yIuCLV8se7B2LPeER4Y5cWZXnjo+yf3IPsIJjDYdKPNFkk5yMexsZKpJmUGoCmKsboJzR1F4HoTnXsViFgx81uKakBajsmkqPF6vKFK0oNtKdT8a1fuMLZfr6RNvIJNdrO9UczrouquFystUwUhQdpyi+Fo6+R+ICDYRzkiS726BDL6KX/SO2iXG6rsNG7drY8593qkwVnzpG2TkHPCEcw+92ips9afK5Unr1S+C/stKgTH7a28YBb3nxcIa3zvmuz927XAQXQ5h757Z1YwGlZ4Y39ROGTaXT9vuiaD0URSctGqPbFT7tRYfVJu6bmLEJUCSvJwrCJUlpQL9s3R/kwgEXpUxR9nRHp+d4KDCGJvSshl7jcK5EwEVdDQhZAWqkYjYx2dllkJwPv3tYAA6Y0bKi3tfj9qDSfW5VXRwCGKJTTnn3LG2D9bOFhfwIdVIxOFqGnf7Dkd+kEoEfD8haYFQLKS8zP6qM7hUFydKmWPq1r3AMMYdSyV85kZhG5BIQqwxA7GQFVeeqcw7k8rcPFDgikuNyj8gN4WZWgwpoxHJjyLN5vEeuJC/wspz/rwRjOwj0ZXmCxBjqwOaOoNQFcSN92Y4N/94+K7bvwj6wm6y89RhzKm/EpaU31S0KoyGXi1R+15HUiipczjrzZ5MlLFVpZw7CrrPYDvReuB20d2H4NxRGAThJddFwSnwMgw0OXfyXVgSFGzMQ/OgXQK/KLBFvrLbgxn0Udt/WWTQgdXmJY8TCeeOosGrRku3KpODKtfBm0bzOBxA+ixek6wtWgllP/fra+UJU+PKIbFOIcqn5Y1RFMKxwqNa6yDVTSw+1zVJcPM0djXDVVYSQY6Sb7q5DQigBkL9bRS8bVYfoKXXgl3Z9cUOSSaLl+HgyC1azFprJpvgmUCmB5zwJbLDHN0SGIul7XVTQrP6DFenKEBC7mXg3KjohaJrHCsSrjYJIuGZ76JxSDPRCMJEDLol0CRmlGqcNIXxFo7DKl0bHrjCwDGXc6NBOR/crsi5uScuMftgNoSQVdIt6TWW53XlqbZmFS58F/ZcoXU9KeceGSVHsSHobEqKWGquZvluZB9BVxBsivmCI3XadECK2uohvwq+b1UWwLYkoQ5UBRynm+TcWpvWJyEgzYY5KY7FZ3ehoSWSksiuzrkhSPCmbjOruAfNIOHccVz9c1JSInXckxJSE8Geg3fd/nmsWzIIh/6bnqZbonhEQQtRSZAvBPzpWoI/yeE67zvu01bnyO/sFGMZ+WUYC6jFb5LZ/AtUDrGq3jmqmsgGkbGKiGzAGnigm2jrer3nXhV2bxu9S0xN24fK/za9uQEEsC+UNsoWs2MTyR20oXzQTAbEJFfACfjfmov6S8mbsRdcgU/W6Ye2YX/V6QfchhItJsOuuyyHGZvs7ARI+XQscM2Mb+jEKV4PT8W537dEtTnynlUUQR+3HjS6Q9mGEga3Ce037jL6OIarnFsqTg7nlqhbFF2Jc8d7iakAG+TZVrFxPIxtKNFiEua71TSMlLE5u8zAFUW4+yompsk497goIM+2qwf9gNtQosVkeOyuwDw4Z4ArxTX1kWnmCyWxs3blDxJtAbb4uKX4h6EqQLBuknP39krVp4mfkEZ9A3Twy0/EE1DkwNtt18vYuaCBFzhmcp7J9icSUTZxbtBiHQ45SU059wX6GXldZ6zU+h6uQewti8yTZgVpKpy7uBXnFjKfKrooPk+Gh/W0mE/KK4yJWPXKqqYeE6dW29Q5d/B9u7oZ6+MODqr2QgWk2mHXXUJzRiS+9lcZT21JztULrhxiPyiuqAasaAbh6C6TcDpPNHGTlNDMyyo+KBoYeRKILm4DAtgXEsNlniO+oVHMOEwYHHf8I8kJiWwiObIsg2/Ri0msuiCCnvsuStYL92sdTCqlGhf99nYRXDwsFUE/aub/cJmaMF1dxADFxzVwwsOm49zdzpHvHzQra5bqGCqKLvqtLdgVtJbKzRMwmZWoRtDdRR92C3YFJRGzVQkmPpGW0My5YWZJedj0nBuUGMHxqyqkCPsvq+BS01os7+E5DNLKM3jbKIPr24K92ZxylZsW5q5eGeECcpYuyyfi3BNECd64RcS5uN1BqydoHrw/hu/a6NLUWnxQk07wuKugTpNvUx+ZZr5Iv3XWAcH2Qsnd98DzFYp1CpsdeWSnKrgRvyVQR71d2/na8w8FvUYN6VzOrRxDg1UMK2PLshhbtm3ZPbZMlHM4d9JEEs6NXTpdnIHuGJykI9H3JI7MucNhT2jFSG7FhWLMkW8+WVNIx3mSoCsiVvPJR/SLoN8Bx22F0m538N5vfe1Yf1BpvsYPgV+qxZhLcRtkq5jnc1BNllvWM0thSNwMIjF6S2KYJ6co4h4G50FglkBxNy/4GLrZUZ0zw9Y2W1cNK+XyvWuCJtNEOxhhH/zQsVwXn0myoQ++iOH0q7C7s8JW695ZMHhdt5liUZAEn6ELlU+b5NzoUU7ialNx7gSpy35zjN9PdE6Hyv3A+61y65TLX63yq4xsI0n2Tl6Y+ERaENOwplK3qeXc534dCfdYP1Qw8vOeBbVslV/0hsNea8OSjGTSjM7slRku2ByTJ6YJOPcVokSpW3RY/zD7iTfg23GSOsTMIp8WzNRHrjJf4Ha3VZYN8IIj8POYSBnSb4qr+ayCm5Bzw7wbn0QjwIdfXfADFZ/Ze8WAcDLL/VYLHY/0wflJIu2WiDK2G6FRl34neN/naqwJ5464ow/5c5PIuaMoOu+b2TZw8dRYM/12BG7+UAtcPEMNmRGNErxLbFuMS7UjcCyFZy44pfvgn6r8pNE68JobFltyu5co0NpUrU7Fd7K/iHZq2YMBTN0PXpgmJ4zAlytZkLOfoyc3iQAfQ3VTsLzqTnIaeFvgrU45BCp5mV4E3WfgJYL7uU8fm67AloBTDcV1IOYkMfszRbxTz7C/SKt49zjifFrW+tCHOy4Fl102XY1zR/CtEU4GwfoiXucrrgNB23LEAuxOVYDI7OgWnh3WkLolfl0gFQyjdxyRvPZ71gY5X/5JC2lwcBUVG8NI6t1gU2SxzDZjGm22rnLgwn0GxRx/LOe+QhQuMOJKXIrrQOx0UxqO3+l6MfWRK8wXaDIkTOQTQGCEYZabYxSULv7nqgpugHOjISCfyFMDStjOHmtDiVWJe+IgFUtI82C/XFhroGYqNiA+RJo5N9IInPWT6HEDkTk3PJKSSpoQhBG6JbH5s+R0Rehkwx5i3uylce4oQiWZkUK+i8EgVTgLUe9FsvgE6j/MNYZLcp65MHJudPczuZwbdeLjbYHMB+jB7UGAa0zq1ME02qp5xtluNOce4ClXzH7iq0J0NSF+B7TSqh+hbpfaEfTOaIp9d55lOTeHWqLhyiUgzPuj8li6mcqSUnVUp8EGtFIoFEE+k5QxA9LgpsW7k7ejW3iGc3OqIcGuXOrdR0EkPEWH39ZEhuww5ovtI6Xlq51C+cBs3eTDpfcdpQrkyTcF5ApRcA0sDuRSW77SKdKPzOyVqY9cYb7AvpMMJglaOIOYRxU0cojPRJurKrh2zo37OMIdZtcVbkDgHErQtdIobE3T5OaHh3GX3tJoFaCnEUGUuYU4NgJdBItyZe6kLI5+KdxzS/rc3OO2wd8fpFltHbWb2xX7WRfnNgMjkTKWtD1xoY2qIJxG/b/VqlGNLPzQ84+6/fiYS36+pa59Lj0NgmDYP/Z7H1LHf+LD+i+f47VOwt3aq5qIcNCJI3lWlhPCHpXxTSuHoOtbgYBRjaTrWsI/8blXW1tUz2YTvYnV8s9nG3Q28ci9Z/px1sZCA9VIXJqoHWFUlzGmdccehsMTSesMddIkEUNvGEbY09Uwr+rgyOkpqNfn9OjA23YWLb2CeNc2yupgnkvdoiv0Qp327hi+Odk18Yk0KHK1pEGa9y2b4C/zcRP2M9/lLirDY5efwCpvrKff0a5g5bmSKJ8oLV/tFFq8mbkdCZcihuPbyM3HjLFKM3f3+ApRYOWZzH1qy1c6xcxgnl8QYx8ZN19kk0OSkB7FFQcYtB/mybnntwqum3OjWNfAUw26JZl6DY7qNku9zyijVRw4GLz1/RO0kjRxbhSxx1NUHB2DqYtp7g0U2yKXbVyGg1OvvVeroPtwZi0Wt5qd7wPuWj91Li7LueWhXC5IOqoGvb1SgdtL8fNXhQKJHJxPn9ZSxr0J5ERbn2AYzGEymshJadc8ZT1krt8S4c1UTQUwJDm3isntvEMHkeo5lMoRsOAzC9RIJItJbmgrlseGYsUnku7IRsyGYPEjWO6mVIOfyCMOoMW+Nju6JfkgSG+wA5pHwjgUjhV6D5VSAKNL9KGuuOnk5/ClxFqOAFOplCDplog1pwySco28fKSEO+JniqmarEoa6g34xZNmh7nTLZkSrvjwO7OEW0VWusOJySxejXuN1EHmSrFBAolfGjl3NG6+yCTDjbvUXhBLSNODb9NY6C42PX51rqrgejk3PwcH3fSk8Iur8ZPQRb8l6SubOLdIy3z2O0w5ycHUcXTjqY2aPjcqoLOFYnW37b+DUyfjP+DrkkNxYVIJ63JpVBWh8Rfn0eo37Rq4F2CFRw0fj6uIl/5gKJnvNVlOCD49csKWA5uuzZw7ioz+uVXnMGlyxLlTLG77FZ60wgqlnbYnjMoVk0e+8LMcxZlgfPoSLxsfnUWrC9BZpOxoSDmdSoMDLSYVI855s6HUAMmYr+jvY9sPiSJDiEyP49VqOY+bnSPf23dLXKXYdLQtdHnVLTo8IRvKLPLpExPn5mIaQcT7eyAIYverjbT9x74BWscZ0TiM/6r8Ap7MkQ3ldHBhRWCbVwk0TqO5k2zcTdQoSZ3iTrtyIBfZUBqWNOPmi2wVxKLDYnWvk/gtsZQZRNTBfFfB9XLuKIrOut34UDRRAeJ3POcWIflvTJrVh+kdjoyybgmaMQl10qx/7jQmv8JtETGwBsLDoBIKiS93LygreHhP8jk3WMng30JJHM0gkuSOR8D/4WLl20HK7MV75fezcW4QA7xtVuNzKAv2I8M5lElOMgwgeUMXtxCBoLtXRW9Z4J6vupdRCDnvtbZLYI2A/vuqe9ryT+XcnHnwxqz/n5ntYICWPHJwbC4HndhXYLnxNsNObiF+nzRL44c7nNXGcW7or72XtZK0BecbvY/APJf6XxNFCXp73FdgsbbfHzPmiDh359cswxP5z+iWiBfS71jOzT+hdwB+r9Ud99Uje+TgHwpOmtxXYHG7rfgzlvIxK5dTwRUX+tNybuh3iTvOBNazTuwr8BcNfmRe8mbWL0b0kZHzRZZzg66C39waMYPEWM55FVw75zY0YdBKdNYdPB8vPhTXECrzKI9zB4e1RDvcPRHR+JarlbKBvOjRRa+922g8rdhjj8seQTty5Ny9XRCKFDZbZrcml0N/t7S4IR9JI/Kv/X4059bSo1tCgBAgBAgBQoAQIAQIgc+HwG3g3OjcasF2NmutKcRduD4zUlv03r24Vqm9VCR5wWnbfZl6rcnl3NxzMJvAPX4O8TWsy9MKHHj7Sq7SN9Ncof6Tukc5TXQKSwgQAoQAIUAIEAKEACFwnQjcCs59tQKjw5Grb4eOip4cqH61nFEsQoAQIAQIAUKAECAECAFCQELgDnNuqRR0SQgQAoQAIUAIEAKEACFACNxeBIhz3966oZwRAoQAIUAIEAKEACFACMwGAsS5Z6MeqRSEACFACBAChAAhQAgQArcXAeLct7duKGeEACFACBACrqfOmQAAIABJREFUhAAhQAgQArOBAHHu2ahHKgUhQAgQAoQAIUAIEAKEwO1FgDj37a0byhkhQAgQAoQAIUAIEAKEwGwgQJx7NuqRSkEIEAKEACFACBAChAAhcHsRIM59e+uGckYIEAKEACFACBAChAAhMBsIEOeejXqkUhAChAAhQAgQAoQAIUAI3F4EiHPf3rqhnBEChAAhQAgQAoQAIUAIzAYCxLlnox6pFIQAIUAIEAKEACFACBACtxeB28i5g/NwOsDOg2C6CGno8H23+2HKz6WxP+IquHqeP+KrFJUQIAQIAUKAECAECAFC4AYQuCnO3XUZK+0PMyUO/e0Cs2r+ReZNzoPwretYVu3N1Xhz0NlkjBVb73NSz3kcBoPe63Zjq7ho+nR3hzHmduW4lwPvoJcuDN63ihYrfTuQg0xxfRkGU/9dDZ8pMkVBCQFCgBAgBAgBQoAQIATyELhtnDuKThs2Y87zXl6OM88HrftsEpoevGk0jxXqGZ64NmOLWy3/yJf+9YaXmY9EQf9Vs7Fbq6w7ixbjf9aS42zWGt/42tIhy7mDo7rNmP2VJ1h22N1ZYazU/hBFUa+57jj6v5qnJRoN2htWvEo5duMcTPGTrAGC7stGY3eqf61uulxAZCbKAC+dhOSHdskqt8+kJ3R5FxEI+p2dir0Aja+wWnEP+kqniqLwzGtsxt3EWnIqu77eoTIpaO3rLqJyjXkO/W1DzxciDBBn5PxluiTP9Fm7ZJaAXGOZbtOngsOqpQlNxmVvZJReY9UoYIqGR43KagEqa8Gu7HT6E0uaxmXnTr/PhStTqqB/4CoA5o8jvec2e9TWJ9UoioZ+Y9PGOijYmw19Ls98ck4e5MKllf99yzGMNQnZUELn9ZHx84WSzJ2/uRWce3DY6qSs12u/7KQM+HW7+VKnfDrqSNOtbV+b+5VgYa/5wGKW4ya0O+y5qzDYpXwXhz97p2tMp7e7Ulh1Slv15n6jMnKKynLuKIoG+2WLMXvbj4eFc6+64LhvgygaeBoD3ioKOp6WYPBtia024oVILOfWshl4W4xtdrLDDkrFk8BD72uV4kOprcU19aGyBsgsAM77aQWlFSevW3z/qDdMvinK0XtuWxsdw8AnAtDvbUfgogu9xirW9z3/qNN4BI2n9FKsJaMoPIZ1LFsouRDAa++UIMRao5c0hjgFp7LXgQBPitAvcjrdbUfjZvI3aK0ztlqpq+NG65h3/cx4sttobJcWGWNW1cuODtGg/QimTUHZb6ZIt+irZ20Yqafi3KOihN0d6BAZeOPn1oN6+7Xv7bulBcZW3e680+48uLINhIe0nMfNzpHv7ddhHMkBMB6UspwbK85aqzQPfP+gWYGRjaRCYgzPwpWphPBNDSaDrzURXiJblCLk9JHx84WUxmxc3grO3d3J5XwgVB5f94G3ZYGs+3UysZtqJ57seafiPdZunCYhQ3/bmkReHkUmxZizdmXdqR3CnGbk3FEUdvfbE0kyQIqsSqTOvapJiSXJOl50XYtVDgyTqhosc5f9XCbIJ3swUUE+2dcooU+NAO8j8rTEGVulc84/1W+uMrZcl6lD+KZmMVYUvLy3u8KYnS59owhkKmxF6omfOtczll7o1xhbmWInEGtNxTyBBBbz+JchhUmQebo461RXOR5mWZ0Bi1FRgt5zoIIGzs3lRBvtdLXK+d+WaVlk+OpMPsqHK1vc0waMI/JaHSFd2dV3yIOTRlwHOpEYwmpTHqwuuvVls9wq+/1ZfZIPl6HEgxcOY8aVvBo4t4+Mny/UhGbh7ro5N/JRPqiJ/3dSzefgtVvdy+xET4Lze699MgHdhHGtUHrRQ6mzVd5PR7zofavIrPKrSYSwJs79AfZn3WPIaw7nFsXAnVwIadLKhkVDhgQDKVkWQm6RjP4LY5DK1PUQ5vvgsKpTfHPAT/O0u2Ox+y0J90+TLKVyHQhgI0/YM/8iijoKvOVHQ6+6ZDGpR2MY1HaIJ7xB+7GzqDUAVFUizjdpDSLbqOLyfpIofM1jP0t3GtJYyPNKT+ukWxJFQX+/5oCstFxen1DOPTLK0Oe7QOUNWNVozbv3zGLMab5LqwK0DJ8nCofK87m4GQlXFoHBfsVZ0gyx5HEGY1wO/V3cZ9soQx1onBtmfOa8UOYiJJFastmPz+iT0XAZCo1b62OYyeg+Mna+MHz1rj+6bs4dq5G8qjuMOU9xc/lINHpcZdpfdQaoTt1/6/Vj4VkOyBd+fd1xnhpVSsLQoJMN6QTnQXjacBizN8oOK9iJEsUSSMolFYtGV0ohOG5JOtDVImMrG/X0yeEgyufcg2/LhbV6qp8tQg73YwmTWHzAyAwa3hrnDv26xbLL92jo1ZLMrzsO5F8qTvLq6/TLRhwxGxMsVY2Rr/AQGINVPxq5I3GFZCnK50cAl2fOtAbHfF9In/Ck3AYHFcbYVc2gpYTm4xJrYfJtAdCOzdm+AxMR9qg9IH3uWNLBrAeNXsC3biaQc+NaMScKylCZXT0Y4HiucW7+NvOJt/V57Qij4ZqsY593YByRVEz5DIuMIkPHowj7Eau/VRPHOp18QatGvtt3o+Eyla3XWGZs9M7MqD5iShKeGSorL+hdfH7dnJtjhLIxbRiCCcBK9tqw/xh0f0O/vuSUdrhWNNaNLlSLost+61HBGtkUgpPe4GLYE7rIzceMsUpT3HaeOpo+3/Cwpql9gwFlwmv3eiM4d/iujfuVdnUfrc0E50Y5dxhFONxgKcIgyMq5w6O6xaxYjig3MUyn8o2mRa3cQrm0xb2cAl6jcKVYVXVD+XKieZSV+iPm0iphzGW2dqJunTHL8DyTM3pwyxDAplLvXgbdvWoR1nhgQ9kwNBI13yiXNdf4ZTg4cosWs9aa+pawmgbdJQhgLZSbr5rVB2jOPdL8js+jmpCVJzV8Vba4yyYcSYxhko/O/sVJs7bfx63SHEKchWBUlGFnRxjkIe1Q4c35BHJuNWT2qzP5ZDRc44scnvku2ms1U2XRaHjgitHJQONQpF3Sbfpx/TmN4tb4vN2VEKPhMpQi8KqMLT5pCZN6a/FBtQkmatLfqD4iBZMvR8wXcrA7e30jnDu2uy992x9yO7vzXnOzwFbr3kkXjfO85oYFFj9ZOTfayYoukcO5o2jwogjWELLqyMga0rRBcKLKCCFEClwsp3v6S5i0Ubfkot/asNhq1fsQyewck0w5d/wFGKNTLRE+xZoMD6H4Bi4u8hlruYzh3FgX1mK6fuALiTWYzk2jv2qhBeaerLjFTSjq5WXG7ldT8f9uo3EoNjHSXA07G2y8qkwanq5uCwLYTUplaMlodfS67aINZXHPpLcQ55pLDWXDCfECdAHxb83tzbvp2ORVjN0ntVLttLZh9zzHegwFUcuuwSr8QwcYN99YJ86twJ9DiJUw2s3IKAbOHXWfil1NKSVkgcZRVwo085cmuEYVOnWd4bgnedunBs7NRzN0HSYlj30hox0nBZiLSwNchnKfuGirkJixNiproCyQw7tG9pE09dz5Ig1yx69ugnOjHhWY0VvCZhFXNnz+LaxyL2NoZRWGWh/iAnKxDZ3LuaOIOxCUjb3kihp6X1dqkmS3eh+oYyLrrW+s8Nv6VisjfsO9Wsi95AIlUpi0xuDFh4MhX0Kk7JwrdPdbDxl74qHHbSyuwrn5FGtcAHwSzo0+EKT9uDi3E07DOD4K3p9ZPIiSa7+IT9m0itAC0u3tQgArTqN3qJ+Q6+E+4E4bbJPB3+AY3BN19iqgRLtQ6ZATyYlqu9dcX7RU/wzcJ5L1RNeywy2y1HpVSh6NzhM/SBN2din+TF9OSA5kDEZGMZFIXjWKCSA34DNLOuRvzfq1Ca5RZX7fBadnB00kfIXKq6yUx6yuQJw7H9WJOHdwWLMXVIbN3VSYp4ORfSTOyqj5Ij+3d+zN9XNuHO43K+Bu75t2fZlxH38halVEsa+xuCIHL4rWUqUlGZqg0DfZDxrBuWM/36myiqjUzmah9I3vqz6q8zh3Y1f3egNm/rBWYCurtiW7AkiZ9DgbyiQkXsSiPv7DZdIK50ZObJZVfwrOnTfdJpkc3Z6vxLnNm3qjP0RvbwECnHPrvnFwwayZImFmA/8JeElTiIWxFO+asF2iGVYaQ9JDMwI4SrB6ao0OwdDCSdoxS6Kio1xp5yFvEEgizNfFJORAQ2RkFDOJjJ3iFR65ia9ANDEiOTf4lzdtsWqYZ24v+02UnZkMTgwkkjh3BsHkgQGu5N3oi1ht2HDe38g+AolOPF+MzsGtf3vdnFsM91Cppf1hcFgtPhUuq6MogEMlxSSNu5+q1+1B+yFjlitkz9gycjWDuYesgmIPgSL2bH/G7pfKknN1S+IN2VYdMt8HGV4i7ZZIqpaaaAPD/veo6iSFxFfYFnkpuNWmwrlHtH58pXB2042Zr8eZQj0Zk1WcQqZFCTK/w1dlUIOJJZRSQTIh5Qdcx1RIx+U3dH2rEeCcW684bM/6buzloL0JjrmdZ+Oc60OJc9nhrYbjNmXOoKuA2pYGcw7w18kUNybEuZWqHEsOlNB4MzKKmXNDs+/v1xS7CFQmnsx3VjYPs/IkF67xBeRmkdn53WiWZxb9YBWYJAjjvz5DIUawjnGlRAD16QAijewj080X4/Jwu99fL+c+a5csLtiGSlX7RtB/WSngJI0KFrhnrW6hRnwWSRUhsGXkcu4o+uC3FY3+0H9iMa7dGKYGlP6RP9aGEisxzlIvTDI/aG8UnF1UZpWYtJlzgziwAFoxUkhMNkNVFc49Rs5dfz3qFHjvyWgbStTAMcoXIQ9jfSNwXfBkrZIpSE7TNw92OYHp8e1BgPtyHs+5L3qNB6jY90I/ojKvLNhlUhuGvGD0HBHIqNxF3EJG1dfKMcjjK17T6hyeqWPyfOI9khyYIRkZZWISiTLCsaOuOQez83RiuAxFzo1rIJGcoOujGaagyOkMn5n5Rwa4zGW+0JR/owjV661nQi6aRsvvI9PPF2mqd/Dqejl3FPpP6j7YSyW0FTALTts10L4vVF7ySXrgfQVnpWsmEZlVLLaMEZxbqw9ZnAPnkKeGg3iQteZoT3OkEJ+hg2d5SJnnnkaEPjd3PGTk3HAUCPdkKTi3cM8t63NjctDtE/7xGfW5ueNeXVUAQcPRP8mDhqO45b5lUi3SSTk34qPyA5Ek/d5qBIxqJMdgSZNytYuuy/uy0YL53KutLaqbV4kIpKbrI99qLG4oc1gFGScwaCu5rri9RzU8A4ELP/T0Q2RTz61+70NmEr2hgt7cZ/PJQW6eRkYxEcHhYXXR0jYYUSRkJSKM3I/N+AsTXJkiB962s2jpIwZfTwpzLzmSiUSSf24ZIeXaBJcSIHdzMt/xa04fGT1f6B+dhftr5twJZBJtPffrq8xaq7Xf4XAf7zKAlWJZk5NdDHoHLe+9kohhF+OD19jzB7onBNQjN5rwGz2NJB+BC6FpFJ8rIWU+CRYMukfxjGXg3OhjO96xijk3b4K6vAm4i8K5+UEJRoYK2dCX6Ul+8AJykqdbwk12cgDBwcv40eQDfBEiHx+AJVKWQGEwVD0HQWwMNsaRfvIVurhVCGRNk3HzJ3UxxBW6VMMapQRBZxM9NkgWk+Hb+gpjK/KRckoUupERQHqtnlDN9x/SZQ8E52t1nZTICaXXsjAifTq3VznkYBQeI6MYSSSunWTb4vC0UWTCk8yob836OyNcmUIbvIeNmtGMJJLPRNKhuRc+HJm72clOWpnvz/YDI1x6kXkVKOY6o6rA2EfGzhf6R2fg/hZw7iiKLgLeysN3KPC2HPdo4O/YjFnF5yPckGHLUEge1gjvtJoW/2ljUTqAWqs5A0tWQ4TvWpXN5Jxe+K46wymhs6lh6xT0VMi5I+nMnTT+ZeZMHJQj6q77IQJk46q6JdzdhGUSCUDSKCQbJXHhrhKU/iY5GhfFAcWYwoNWX9zDL55cnRHUySHo+hYjgCcXsoWSu+/5wldg6hzq+yZYTUougFLHkS+FYjdPwXIqe3gk1g4eFLfmysfF3+Ly33zWwmMXQOZVcNRpPga/L4XNjuqvwSD5zs06cW4FGiM54JbxeTIOc5Q4VTOJ5DKLQmmn7QnvPRmLfyVb83JjhosjLG+9xlOY87jZOfK9fbe0kHEmlkKWQyL5WMQ9nx40K3B6VJ6vszStObgyw4XERu4CU1WBqY9MMl/MHNy3g3NHUXTea28XwepqrSa8hsU1mk+7sWXcb3SHsk7zwNteYUzbtoN6C0+7efw9y5JHVjR8dxrOje4FE7XphHPnfQMUMeXBpetapkNkhp2yLiU33Rvk3LHJvMqY09yE593GfcbUrer09eXQf1YEdd3kAKP4HXaq5Zp3FlfH8A3IL3UXZrCEMGx5p+nT1S1H4Lzb3CricSz6IQijdIXldnjea22XUKGLWUvF6p4/NK4/bzkON5i9oS+qAI4lcg/4YS5yhsyzphwivSbOnWIhNuKYLnHIEA45jolPJO/NJBK2T3sv47OlsBeIRWkScT4vzHBlOTcHsFZaBff0zFosbjX97BluMYb53eHMczdtTKJgb4pjjOYT+bTUZrhMXSDoH7iViarA0EcmnS/SjM3C1S3g3Gde/RfxDF7eVWffsOeuMvtJ6thEhRzVRUw803CApRozvrvsNX/hOOvY5abQdsjj3KBk5qyjf/HUuUqk7/zmc+7Bazhcpgb2Z8qmMBzxY9V1bdf8dJKyQieRuU4URZcD72sQk2UYM0TCs4Q4oIXKgWEAC47c4gIEKGy2+rr2ToQn2yn1YenyS9RZTJYfSUbpghAgBAiBW41A4G2RsOAGa6jXWK56c6/2cYMVgA6mqAt8bA3cEOe+7DbWndphzOp6e+XKnjcwdqfESNFY0sugf6ycdg7mQcf9YGKxWe/5irXklLYaHa5NbvyK9jBfLITeuxedzVpL9pcSDv3dRnqm5giujK/Ygl3RDvZD9166sePQq607zRMtc8rt4LDRSPb0kzfnfmNH9zsev/zgNZ42WgfdfvYEUBF9sF+r8UPsxRPl90Lec8jYY4HZZa5Ci5IO3RAChAAhcHsQOGuXFzKCj9uTvVnPSfDWtUlYc7O1TF3gU+B/Q5z7U2T95tJAjyMZPjlpfi4hepizKtAP3hSJAptPzo0TD+/cb++5rcvd71wZKMOEACEwfwj09sq1Q1Vnfv5AuLkSB97X5ebplSfdm8v4DH2ZusAnqUzi3J8ExmtIBHyB3+3jEsA/I1moXENToU8QAoQAIUAIEAKEwK1DgDj3rasSyhAhQAgQAoQAIUAIEAKEwIwhQJx7xiqUikMIEAKEACFACBAChAAhcOsQIM5966qEMkQIEAKEACFACBAChAAhMGMIEOeesQql4hAChAAhQAgQAoQAIUAI3DoEiHPfuiqhDBEChAAhQAgQAoQAIUAIzBgCxLlnrEKpOIQAIUAIEAKEACFACBACtw4B4ty3rkooQ4QAIUAIEAKEACFACBACM4YAce4Zq1AqDiFACBAChAAhQAgQAoTArUOAOPetqxLKECFACBAChAAhQAgQAoTAjCFwGzl3cD7lEa/nQXDVagnfd7sfpvzcVb+lxAuunmclHbohBAgBQoAQIAQIAUKAELj1CNwU5+66jJX2hxl8Qn+7wKyaf5F5k/MgfOs6llV7czXeHHQ2GWPF1vuc1HMeh8Gg97rd2Coumj7d3WGMuV057uXAO+ilC4P3raLFSt8O5CBTXF+GwdR/V8PHkKnhaXd4qT3v1hlzj8XDY1cvvnhDv4QAIUAIEAKEACFACMwnAreNc0fRacNmzHnem7g+Bq37bBKaHrxpNI8V6hmeuDZji1st/8iX/vUynDKKoqD/qtnYrVXWnUWL8T9ryXE2a41vfG3pkOXcwVHdZsz+yhMsO+zurDBWan+IoqjXXHcc/V/N0xKNBu0NK16lAKmd9i9ZAwTdl43G7lT/Wt1kuRB23SXGFkrNk+RRFEWwgpqUc0+UeY6M1AQ+tEtWuX0mPaHLm0Ig6Hd2KvYCtMDCasU96CudCvtKe7uI3cRafFBtvtWbSk7bzVT6TRXwDnw36B+4ldUCILlgV3Y6fU1IcTn0dyvOEgxV1pJT2fWzY1rwfbv2IK6l4na7L9fSHUDg82Tx3Kta0lCW/5HwzGtsxnNBDsJBf79WjKugWNvPApypRKoCALzXWDXK4/IrI4qis3bJJMUb28iVAFvN7vnIr8zNy95zmz1q6xzEWPyh3wThI4w0mdE+iqJw8LpRWeOkyVpcqzSOsqlmOoI2mhm/e2cf3grOPThsdVLW67VfdlIG/LrdfJlSPjPOSNOtbV+f++XQYa/5wGKW4ya0O+y5qzBjpXwX5zB7p2tMp7e7Ulh1Slv15n6jYureydeynDuKosF+2WLM3vbjcfXcqy44LtCRgacx4K2ioONJktHg2xJbbcQLkVjOrWUz8LYY2+xkx22UiieBh97XKsWHUluLa+pDZQ2gLgAuB52vHYs5jdMoeMfXKs0KY5VvxLrlG7hrxhWamWnO+2nlppUu4sZPesMkvwKD3nPb2uhk+6t4T7/XgsBFF3qNVazve/5Rp/EIGk/ppVhL4uQHDZ3Zlb2Of9RpPnYsZpX3kwCZ1r7baGyXFmHErnrZtnstZbprHwm7OzbUwZO2d+R3dktQBw9bCcQRrs8ZK5R22t6R197BABttKUAUHoO4ofDIbb/2vf160WJs1e3O9FQ3QS2DXAP2KJMtu5w4HD22UHKhFwiE1xq9dNTidSSq4AkArM4scSU6j5udI6qCBGgOy7Sce9B+BMtPbed8bCPnkzJbrTQPfP+gWVmDsYokO3HznoRzn7VhtOcAvm7V1izGCvWjpBvEtcnHGf9128X5wtmVOkoUd4T80SxpGzNycSs4d3cnl/PB+mh83QfelgWy7tdJZZuqJ6YLvFPxmrYbp0nI0N+2JpGXc7Gu1r2js3Zl3akdAmswcu4oCrv7bV0clXxcvgBJsCrzA+nLWP2ZrmuxysH0tCX7OTkz5uuw/z3M4L09ztTtAog8BWsHEl+wY9benHzDwvyp5OlEICSh6eJzIMD7iDwt8dmu0onlQ7wn2unKNh5S5Y6mZQzTZHIULQDdKgiEb2rqMgYX5Czt+8FhFfiHpLoGK3bGqjg6QVph112GcTVl4SgmXNn9ZJ1VyfGduLkcdL6y+Q7MOM7db64ytlyXlyhYKawoFp/hsQv7mHoVrKTTzWljRWPhKDma6yqIgt5zWJxk2fPoFsSbtx5rbCPHPQ1lqckZQiLbGv3VGX0bnDTiOhjPu1DFQF6rX3Try4wtC+Hg902bsZWnshCTj/apNu/Y0Wz2YL5uzo18lI9s4v+dVPM5eO1W9wzboONxf++1FW2HnBiwLCuUXvRwgSuL36LofavIrPKrSQSpJmX0D7C3xQfrHM4tsoTTG4Q0aWXDoiFDgmGjJ2nHIhn9FwZxlanrIcz3OENfJaKU3DS6JVK0aS+7Oxa7L8vzpk2Awn8cAtjIE2LB0wrf1BgrxDRl2Ckzxr7ylLVv4FUZs6RuLmeCkxX7mSz5kN/TtYbAEER6Wi8IfagDgXDvmaUv2rHimAgQHtUtxlQbmNDfZsyqj9wr1HIyO7egYAAiOru84YyXcw+96pKVgClQgDFQiIdC/wkArICJdWQ9iZ8N9ivOUso8MBE5BZHq/PwOfb5pVt6A9aEu0hqBA4paS0/rmm7J2EY+fAVjVVWV0+FsaI1bdI3IzV1+BQppfE+sDHUwlnMfuxazJKk2lH3wwmFWie8VDA+ri1lNLVQuFfU7fjS7y4Ca837dnDtWI3lVdxhznnZgY+5ISFtwkWR/1RmgiV7/rdcfrVx14dfXHeepMrKJUoahbucXvwnOg/C04TBmb5SdVBzroO6jLG5vdKUUguOWpANdLTK2slFPnxwOonzOPfi2XFirp/rZIuRwHxq2+ofcV+PcoV+3mEH+MfRqsgYIKA4m0mUhcl53nK/TLwtwlF/MxqTb+uGp5xmUqq+Jc0ewrtA7uVIYuvmcCOCE5IwyOFbG0yQrg/ZDxtaNiyXQ3ZxscylJbb4vcAHjvBBjpgkM7NEqb0CpahKr9xyNSdSOjLEkQawp5Rl9hmTXKjZOggGOyVeiXDJj7jWWGXsobSMAcEgvRohOzjsVxthoDckZrYAYHGZXDwYocpqcc6M60KP2IKPPPbaRo2gsI2zCdJKeMrN4mwrGCQkSMLkxm4LiM0RYXVjmhpVeyHPEBKOZFHNGLq+bc3PYUDam9SvoPFaidIgDkEF/N/TrS05ph2tFY8sQwpu0Qi77rUcFa2uUdmhw0htcDHtCn7j5mEkqyH7nqaN53hge1jS1bzCgTCjvXm8E5w7ftauroOFa3UdrM8G5Uc4dxsMNliIMgqycG9fr6gzKi4rppFrUoiyytjSUa9xqFXtOsarplONtUzd3CLwt0BspoUmWtA6BRUhxS9hlgj66lOBhwg+wvtRFxqi7bM1G4CAlT2KaNgC6+jwIYFOpdy+D7l6VG4cVVlWbGHk8TfOAnFvz5INv+SgvZB5pBLrKRQDZc/1tFLxtVrkF5IKtm0iCrQhjq3WPe0EdenVUVO2AxTZoloBIm9XT7UX++G1d0T/hD+fi/17z69iElDfIq3BurJd4aEKRNnuqA9x9CgAbp6XwzHfR3KiZ6jrOBfSikMPOTiP2RWAeQ0RA9Xf4qmxxt2M4G0ojyfhGPoJzZzYx1K/O6N3wwBUGjpNwbrQfe9geXCQm9dbig1r7+zHarb3dFcYEn5lkNJs5tG+Ec/P+wErf9ofcVu6819wswCRx0kXK6DU3LLCpysq537ccxlZiryY5nBs2OIpMsdwaU2+aNgiOvImjDz1ucADyCFlXD0IkTNqoz33Rb21YbLXqfVBCYtIo/5D5JQw66fobiU7ZZDwIxR89PUC5xnBuvqe8mK4f+EICDY2lISwFYXBQtbH4yLnR+HXiUFgtAAAgAElEQVS/bjOr+iK2g/Sel9gf1Fq4Bui8bDRSzq3azwE1T5h6vbzM2P1qunWwK0dMvj7sbEjqYsljurgWBPgsVYaWjFZHwiamuCc0Q1BKpC+KOAUxcG4UBy67srrftZTjLn+EM5KNshVbqQoDvgdNUQdYuvNu44G0nn3gSs6VcMDJVsc0XOcuIzgq71fl3NyqQRgt4FyQ5W1mkoczGlaV454oOlmjMjrD7yZvhx86wLj5no/Oucc3ctQCF+RP4Mmlgdm6E+/n5HcSzo0Ir5fLq8x6UG+/FkaozK6+zlfQxQki9QYx4Wg2W6jfBOcGzWn4syxhs4jLHT5FFFa5Aya0qQpDbRDiXUJoIuZy7ijiDgRlYy+53obe15WaJNmt3gf6l8h66xsr/La+1cpYFeFuOORecoEylnPDx4MhX0Kk7JwrdPdbDxl74qHHbSwuNMSEcyPLzE6QkOAn4dyD1rppQ1MfwmT0ovBdP5Fdg0HWjq0omILxiqorr8QWN9jfxJohs/AQobRfnLeMKxAtIN1+egQQfM3BBXf1kGimGvqdsHDSF7Fc4VLTDv/0mZ6xFLHXMNXklLtfSJG86Log2HbQdYzf2auA75i1xC3JeDoyY5hNXpwrce4A3cgwO/FvOx3n7oLPLu40gxUqr6SRdfJ8z1JIzsMMZ3dohURz7cTeUZ+wJmjkyEPSrXVIPvZ/QpxbMk7QYE9uOcJMATB2U5FjFhKgzysmlqax6RqoAEg297GHt3Q0Sz44KxfXz7mxq2xWwN3eN+36MuM+/kLUqoCNT3BiFTO2wYuitVRpvUvBRqFvrKHPSWdu9+AOBBNllTiNoLNZKH3j+6qP6jzO3dhNPGrH8YFAwFqBrazaltxWUiad57dElCIJyYdmvtTg/3OZtMK5kRObZdWfgnPrQ1Umk+JB3i/O91IvwnBYiXY1lXCbYl+Jc4OJBksagClZevbZEOCcW/eNgwvmVAOSe4+KCR/6CrTKZfDkpXFu3JpM15afLdMzljDn3LpLUNwxiDXms65jouisVWJMqNtNQEdmDLSJizM95w78J+DtRPEDyAd2eesSM2CWcyd5u+w3UfQzyl4iCTzDF5Nx7uCwasnsTZ/IJmrkfLFqraW+Aq0NNB/M1N0M420q2sRybqZbgHAtACEVldI+9+uoYSvTa667n3FwLI9mUgqzcnndnFt0FajU0v4wOKwWnwqX1VEUwKGSYvzCnSPV6zYqhlqukD1jy8jtHtwrTSH1kBVx5ySaHjnUJI6GKSfI1S2JN7Nadch8H8QbibQb+zyX2mqpiaYy7HNVJykkvsLRgZeCW20qnHtE68dXMmU3Xpv5epwp7CEmqziFEIsS6L/CtZOVUU1Zd4prNojahKKkHjWK0Gw8Yc8SCNmg0pPpJ0UpMl1+HAKcc4utCZFWlmEM/cYmuI9k1iI/bAU0WdNuixHRemac4pP4BP0mCHDOrQ96EsPgwOrWLFydj28QjVJ1NUyWyafn4GK64eVy0N4E3+jOM/UEiVH63KNszmInj+NFvDNdE5NwbnTzpzg70jn3pI18eNTgZ0tZS3hu0SWaDD0TFGOmkc4v3AjWkUTiY06yIS+eG6vvrF1ZQNUA5Xw07qKNZcSm0mgmUp2l3+vl3GftksUF21Cpqrpw0H9ZKeD4hQoWuGctu34E7QxwOiZZdmPL0KcfqXY++G2ljtGFE9cfDVMDSv/IH2tDiYnGWeqFSeYH7Y1C7OBdYtJmzg3iwAJMaVJITDZDN6HVJk15jJy7/nrUKfDek9H63KgJoPkd4/hBHvQlbIJs73mp/qaH841dPWzXYxc0ybk2cEROaX8QvKk7FmNrdT+rl88NuaxknZMBIfmYekFybhWPa73jWiLjObeeKWzDGgtEiz11BNCj0b0BAa4QqQ960iyVXQJhKsgm41El3i2MTSrjj2CA3C5vyMksPpqCc1/0Gg/gUIjyi8w5rBEK6nRhB9bRCL8lYqt93juFkbSpjY1Xk1HElPgZvGIjR/V6RU6nfno+7ibh3BHaBCdERQCTqb7wFB1+W+XWO01TOD49lDi3wO6z/Ib+k7oPp50ltBU+E5xy96iFyks+fg08OJ7A1mxKMmKAcZxbK4K8FIazxFPpLB5krTna0w5zic/QwZ0RKfPc04jQ566/hU8aOTeY6/IBV3Bu4Z5b1ufG5BTO/Rn1ublrZF1VAEFDvflMd4rxhBkFfBd+6HrQiyQ04gDSk2AwMBDuKOJ+aYS3Wtl5S5xGzg9iS/rcOeh87seaGgn/HHhpTdbPveZqQVoVYwjUm9SYBM6I887wrlRdxo1XOA8r3jTgQlZd+YRPkHHHGeu6+EoZm4VIk3JurjHPCpX0gFW5+GP9cwfetrNo6TJv/vU532qYxFdg+KEnu+eC69T7sN9Ddz3jG/lJ017QvNRHg5eGQ6Dlqp2Pa2RW+qJRLzrnY1pzxTacWqaGx6C5wBYqOad7jhvN9G/Owv31yrlTxCRahoo+1lqtzZdB8YYd7EzrIoSLQe+g5b1PUsGWoYt8ouiD19jzB/o5xqjmmOMkwciSk89EkVDai0/ukDKfBAoG3aO4txtSQx/bsc5rzLm5aEpfqwM1UTh3hOzEyDIhG7rQMckPXkBO8npOfGSU2WsE9hzjRyN0kp3YzMXLJ70YKQlTMxTf8QWMnEhWzh0Gw6zXoQlkRcYP0sNPg0DWRBI3f1IXQ6ilnd7CgrqzJUyl0zzwlaTOOdL3dJWPQNYpEz/hSwjnOOFTzJIiVLIX+tymcyhxXWQ4BCA/GzP5ZjLOzbUWR5mJG86hBFda6SLT4Pxq5IA8k2ibC5URlJqDaU9lgRp/lT2HUmvkuG2edooIJEHVeB9eS33ebpFZ5TGHBIwLvwYHvyfG2VGkHeTJA1h5riwgoXGjWfKx2bm4Iuf+//6vi//0L+u//fnDq/772W++uPfrH/88jv4nD/4Ok/r7tS97P7C+u/e7v/ny/tlS4bsvrL/4Z+t/n/sVSOS7pZ/pefjJj7774t6v/+v7yvM/+vH/8sW9v/iR+lCk/GHp3ndf/OiDuFUixhmz/+3Cl38bB1Azn4mVTe3v/vCH333xe3/lIFw/+/LXX9z7zU8e/rZoQq/48LeQ/9//65+Jtz/50S+/uPfv/rm4TT8H2fh39oO/++Pcf4Mf3vuu8OV/TKMkidz/69+1vvvC6v03f5ot7G9//vB/+2e/kwPIn5790Ppu4Se8vjAuorHyx3o27iff0i/+9sd/8Msv7v1q6WdSzf78rwtaVd7/qx/c+7Pfsf+DnPn7P+19ce+X2RqXw9D1Z0XgZ18e37v33T/6/d/8+I/O7C9/U/gn331hHf9Y6lYY4Jc/+GH/D38qAhR+8xOtma3/e+vedz+wRYfSW4ixTdJDgQDvvP/k10tfDr78o79e+v0/++LeL383GZ0e/vZPfvabf3zvu3s/OIYAP/2b5R/+OVTZD/8mGVJ+/vDvf/KjX31x75e/s/zX9k8HP17+i3v3vvvHP/rwJ/NeEf/xx7//HR+c5U6EI3Y6kP70D3/1xb3vvvi9k3/643+v/fvRz8TA+Kcf+Pz1Q6yjH/5eZsSLR+A//70//Jsvfzr48Y9+/Y/uwcSn95T5qxE+fSfcIK4InCDkaVGuoJ8//C3WUcoo8O3YRo4zkaVUAfUCgA6ZVYY5ILFB6iLAjxHmo/0f/uG//YH13RfpaP8flgvffXHvu/9iSe8m//THf/WTB5OOZuJbIvwt6hH/53/73/3D0a+mXQ1ckXP/p39Z/7v/zKJ/hAAhQAgQAoQAIUAIEAKEwLwh8H/85//l//u3//tUtPuKnPu3P384b+BSeQkBQoAQIAQIAUKAECAECAGOwP/zr78lzk0CeEKAECAECAFCgBAgBAgBQuAzIvAPv/rz6+bc//f/8D/9w9tfz9O/f/P3v/yzv/evWuRfQfSLX5mjX+Qk+78+/dmX/9W/+Mv5wlmB6C//xfKXP9v52zlGYJ66mFL1VHBC4CYR+J+f/6s/3v7LN9QmbxCBP3v7i/uv/vW/uclmMPdTz1/+9/f/1f/YoSr4h7e/lmX8//D219fNuaf95FT5o8ACAfAFXn41FLdz9gu+HUeZP88ZHFRcQoAQIAQIAUKAELgBBGTl6mkJ8CfQ5572kzeAEH2SECAECAFCgBAgBAgBQoAQ+DgEiHN/HH4UmxAgBAgBQoAQIAQIAUKAEBiHAHHucQjRe0KAECAECAFCgBAgBAgBQuDjECDO/XH4UWxCgBAgBAgBQoAQIAQIAUJgHALEucchRO8JAUKAECAECAFCgBAgBAiBj0OAOPfH4UexCQFCgBAgBAgBQoAQIAQIgXEIEOcehxC9JwQIAUKAECAECAFCgBAgBD4OAeLcH4cfxSYECAFCgBAgBAgBQoAQIATGIUCcexxC9J4QIAQIAUKAECAECAFCgBD4OATuLOcOguDy44r+yWKHwYdg8sSG2cDnw8HF5Anc0pBhEASZUsDDIJwqx8Z0pkqBAhMChAAhQAgQAoQAIXDbELijnDv0ty22VPczJG8UvpfD3pHvK//6nCwH78zPjal1dxh71E4PUg/9GmPsfmtgDK08DLytArOq3rnytLe7wpjTOFUe3rWbQfshYztdNdvD9iPGtv1pSHfXZdl01FTpjhAgBAgBQoAQIAQIgbuGwN3k3KcNm7HFr1sqgdZ4s+8fxZRaVAryOSb9CeoMNFr5czXyKFKAX41zh0d1i1nVw8lE3R/aJcZWdroSDe26FmObnYniY3Qlp+qNexznNFMiDLdgO5tu5/vMp4J+Z6fiLFkYqGCvV9wDDboEgLC7Y8v5R0l2EAT91kPGnngg107/tIdSoZP09IvJOHfYdZdt99icYHjs2suuBDFSfxUow52+YIiiD+2SVW6f6Vmk+0kRuBz6uxV7AcAurFYaR+lCNT+FoH/gVlYLEGfBrux0+tq6GttqkmZ+Q83/wny9Cfr7tSJ2bWupWNvP69cSKGMRft9yDP1n1JgppT6Hl1NVQWaSSqEutT8I9KgKBBIT/gbft2sPFmGGsxaL2+0JukGkRNlqdlVJmfLdi259mURFCiQjboLDqsWmGy5yo1xlihmRtet4dRc5d6+xCvOxs+6M+gfTtlavMJyV9uOJf7hfSsTVMo1GtqpFDIcnvn8y5BRPDhxFof/EYsuN3qSVFfpPFks7fsI+kLKvTCrk5px7uVzfbTRM/7z3cT445y5uKcHqW0UcdQqVg+T7UXjaLMJQVLA3a5hmjTMea6M1yHDa8G19RZHTd11mLa5BRUDKmUqRHtoFvTqMkE3GuaMIOuGq28vkMILhT1sCYfUp+xvZ5Znvv8ssRaKo99y2NjopWMYs00MzAoP2hsUsp7LX8Y86zU2bMau8P3o3CFZ0jFnFJ23vyO/slgqMWQ+lHaSLrrvKRJpe+wm0XFtZwZqzMq9POZ6F0k7bO5oMrgkQDt/UoI6+VsaWxq43umqpCiargoGXHdi3S4tAFqueGKKoCqZqTiCFYazwyG2/9r39Oowaq25XW8yrKQ72yzArrlaaB75/0KysWSxX/hJ2n67AyigrtVHTpDtA4KyNyGoUayQ2uVGuMMWM/NC1vLxznBtnkdzWPxqzPM6tqECYODcGkIXi4jo671QYW3zE2aoyCdU2m5yIDw9rytoAGWryBCV2BVtdPzRPcgrCOXfy9ZxQsTCesUTsnQY8A0G7tEgYtO4DF1KluWH/BfQL+7m2lIDVTvGFcW5FiPRBx/hQ5OW83303TGXi8ZVXZ1l5eRAEg95RL170xAmYM9N7bk+m5yOyMfr33KtaVu1NltqPjkZvI1jTspX62wQ6PjNVOvniovBNDWY2iZcPvoXWWjmIuQZqYSn7G1DdbOIl65xVS3jsrjBW+jbtsIjnKLgmQXjwwmEs5X9zBup0xb1CFWQ+gIqUTGn2VAUZlPIfwKYoqIOm3QAnwZVdbXaTUoBhX+XlfC26ahCugRyK70Xo05+UIF1yBM461VUO1sScOz/KFaaY21APd4tzcy5olV8NQPA8UnLZN0ztOZw79OsWcwSVzOXcokfJcm6Y8q1iLZFMPCmvMAbS5afV0nrMuYPjllEmPeJhIq7Wm8jHc+4o9LdZSlN4gqJo0ud6jWXGLKVj4P5OHmdCem2UcxsSx+8cg+b2NH/S1iomAF3Oqik6/ThWJhRNKs7VL7s71qck8VfPyN2KiWu5dUlEHUURbogXX6Zzn1okbEKaXQQaSxTiJjRoP3YWtQDYipLNKzXBOb/DLThWU8wpEE/rifJMgmkShANvS160S7HpUkfgClWQSQIWosx+Jm/pURXoKI24x51kpspNcBK06nndYPiqzBirvk7kBZB8cFiFGVFob8ZfRC6+8rReJTn3iDpA/Pr7NQdWMuXyOsvoIBgjg1JWfpQrTDHGr1z3w7vEuXt7RRCDveiHEUzP1pLQLVElx87aosWcltCykBAFzp3GWrJQtyTA7exiEh5FCLG+RD0WcP7/7L3daxzNmie4/0BcHM7tXDV51RSo4Qi84IKlVXOuVO3tdTVm9i1WcGpbLKIwrCjTeAsxIwrBiFqzIxLTqHiX9dSIxkMJzKTYdXd5GJPqC9OlC22pwXT5wpBifVFnR4fOGQQJR7Pk8jyRkRkRGZn1IVtf9QjjisyMr/xFZuQvnng+FHltwrkv3aalCoORwuqvpdQDSPqjoaIi7HtfxZahljN9+B04N+qjxyJwXuGLvjK7YLuDHWY9avQTvQp8xDP1zhGi5x11IeS0nmTvuF0FmkcT/6ieUHCV7odhGKQdoOAmg8zhvIMKY1mrgjSa0505s4vMah2nEZqu+GLm8vvwEdrRzCJQcWgz3iFXocEi8dJXvZZ5xJ8Z9YOamXnBLuCy+SdJvAf3j+/pDLpwYQphrDZrEBcM4km3e/0hQEVKTbIQ0hBMAl66PnwNmz3qRm60C5el0olyN13EE6J0XJ2gcNf9cWtwiTNblnRJ6sziJlE4Yj2zh74HnhWmUTTNLzLHJ+ZuoH+fOHcYeu4RX+7Dl6P2DvngmV1aqitvFPDI1AsDcMOLUd5xOC90dsqw3/S5U7GU7ezw0usfcC2RrjCbMHNuFHIXy0/LjVg9GviZ/nrLAx186daXQJej+zXicN6bCihTP210PniTqfd34NxInZOtYX5olV923S8aB5Y7DkLKiqQNr14T3/KZOLdeBfTE2m6BE5jNRmMqmovOUhJNG7yX5BAawO2nhMlPSpkfmxZjFs2n+njlHqNIW9ZqwNw4XlmED94d1voU+p86DW7ttFSq77njLJegV4F33IZV+Gq0oZTbocW7yP0p6cuecLADIryMdY+KkhFh/NQtb3edXW4day0/a3Q+TZ661KoX4+jaQ8CnL30bh4ZghseH7+u2tNV/+Al0GLM8H+RwbllpOzhtlxjXPCTOPWlITjvCgBvZ1DScO7/IHJ+YSX28mev3i3PHmMAjHomTL0ddMNWq2GdCEgnr0ZrJ8A1KxfMXTGfIz/zxxA+GgXN7uOqtHAxhp1VIfdC0Rd3Mjbsc+qPDRgm8MVQVBw5X/ugDmmjApUpjv2/SihG1cM6dxRwlXoizhoBIlA4uRs4O7NVYsv++cweWAfzPWi6vNexDd3QhwBRlo521LEVzLj+bSbdE1Bz9AuUq2md88nLBMjVTpp6UHL6yEgKBnyLrlaKlpyr2tGqPGYstUDcrjBVr27IWfndgeBbGzjptpieYT5Uyq3zkzra8yHrNYiU0u+z3dtGG8llH3lbnreNmFD6yq+1hri3UVL19kJn4XCHNCfwuzXwihUAmwqfgZgnsWJ93nGO3f2iDeZmqhZ+qbFFPXG8IQi7PVlwwIZI0BDM8UBlzjnmCiupFswddjQQ/7tK2bTBsr8RfUuLc0w9JxojkVWAqYh5BU868mm/h2v3n3GEYXnm99UJiegWDoSgiC1yNnJsPUsQ5pR9ZFIR5xNcLPlprPe9iYG+CgA21iiPNMNjG0nRYsW3wOoRfpvJOP0tu55/1mk/RRdqKPcyS7fFJPGaNsR45T7xPNGU555ZuJ0kW1jo6TbkaDw6FgzaRsbBmCzE/3AOyW6MYmKOrQCQAN54UF5VfzAkkW0xe4A6ymOUNMC6KciCrzVcC+CmK11RxHimBrcSCcHhOcu4oKYdgGldxSR5KKQjMMSFiEabZiqH3AFl9iLfincBulbNfhxXkUt1RlLWUjizuwfUIXxbC/vtmaUnbGERnMixRz1tczLU7v94QcEXk9MNPQ6DBnHuIc36aD5gnKFETbupa67JeFteISDg37nLHoTbEZ0tUQL/ZCGSMSHaBSCNOG0TzCM5ReV7DP+LaveLcJ+CYDj1+lArg8Vfocz8pl1dKiesP8BKInkAije0YN3gxNN2ScQjO8spsuX0cu9Bw279KRNdYGAdS5dyJnjNMrFzfF7IVdV8foXeAvvh+VbOPvbiNjMR49KHbiwX2ccfjBJ/EY9YYn08lOOfWfAV2DvsDk0e8pPTleHTidLcin8osccbHd+jUlUxEkgRJn+7XqOw+fgfSTdSuiycvtNaf5NGJyx5an+AOeNpYv7hBHMcYPej/VJwbZX55KkOifvoVCMwxIfLHSd/cQNVV0zo2aulLB3SzNMNK0YuF/r0e4UugmwJh/uqlVImSOhY0da0hQEPJ6SaoePajIUg9aRkkzDxBJaW5r0BrNfEVaK3XwIkSpwEgEpI90safraQGSmUgkDEiGbnxtKmIeQRNOfNqvoVr94pzX4wiE713rTIrt96h65KDZmWrp5ju/VxnVqPLvZoIp9oA7dgBa2T5L6JfoAeceA4y2MzhQO4OwqvAH4+6z9U4lCFXRHYDWBwb/XCN3UN3cAAv7MS/XMqIUVqY1rr5oeGce0Jt5qJ4FrYOYA9ZaLyZHmXF2Z/Xf7kMPge/yKuJEVTyrDO8ECfPhwbNGfS+KQzzpckLnZCowoZUj6UXj+s+5t7yEPbFYw1XKDsV556i5lTHFvxEjrJdFoHGoZTVJRFC04OnYDsbNVGKPuyDPGXiLP03IyJTIIyKdqmxM9a2SCevMwTcRCwWEEyEjYbADFGePne+7fX42I5CVfBgUlcDMOwB3UUwbFXjNkifLXM36GyMwMQpPc4ZJ0xF5vjExPXdauJece4YKYA7+mx4b6ugzf16GCviAkMyTlUodYhfMzkbeMGLbMNRvKqJzb456MWdE+ZCYUlnvWjaX21sFiW/13Ffo4TcHBDiSGoO72pEE6F7RsouVcUFJ8a7k3Ll+efWsr1atrIMqvCZFv00ybmTqvzh64oVawUgeYpuCl0pobVykltJRX5P4wgFyuQVxTLY6HkZyjazybn5WyqCIoVTc26ScytDNs0BZwxia0iUwMEVxg/ipPg1kwbTbCtK8F9cXk61dlLLPfgj3CLQ5wrEM8uMNQMSHeFL3diDe4HUTCkyKluo09cYAjTyy9SUoyGY+jmK/JbEITyxIIpRJn1ttSbw8wFCKC4dyJKf6ZOeVgsdTp7SUxiZiszxiUnVeysn7ifnhoc+0XPw3oNt4vK2y2m3zG4VTEHfN3nN1Gy4ct1yxxCwSg7kgRVcDtpPK429HvfsAV8g7UuGHr6ZZKCptIsHcnPZnHsSdfjenBud6yUxR5Ruox+JeLMyQ587GB/zGF0V+1SsejQu6w/aEMSr3DwYqEFtwjC6JEvH9Zg4o7ew3rFWW5LXwqSbOHVOq8+N8T4krVOtn0mtego5B+lz67DkHqMPGU2kjR+ttH6qqMeoRjKArQn+ul30m6vLivkvlOTT8UyCW9HgA/+d3Tn0ZITNMu+UP8EHjuzUtzf7EIiqkSkmXytxGnzNgtV+aoOOhkCCSEnO4Z87PO2UljSX3qAjGsEe77cnEUI64OaWu+3K195UuraYByYCPQEJY5E5PjETmrmZy/eSc4MPDfVz7p+6sV2gzG5lEJGfJZaRWjb0+wNL1+LOICXGkatB/9Ya545ikxZbx4J3KiXgQG7u7nDukAfcsmrdz2rPffQGI83sab8lwSe7gg5P0NoSRZjGpf9ab3w17qO/FMYsrnsNn47P3G0iOJzBoTEWhkUIX1MxVmi800k7smExpia/Jck44BgpjC3NuS/GJgtXfOFnFA0m7S5qCsdUXr7ycHp53tPRb6Zin4dalbHepO9sINuQLCZ5ELgihX83PWaGIIjgmdTI5Hj5yQhzbleSAb8ctMAdUHvCvGnq4YM/N/sQcEjQV5LYy9VQoiHQAJlwmI5DiSaSiTZpujz/lMg7chdOw4q9lKQLKNuz6ct0RkLASKCl64akucgcnxhD3Td+6l5ybh4R2sjRlJMKM0bxgMTUZRIMNihfulyBpPSiN1L5pzYowPOkmqOCKy17u8RYqXGUOA+RC8rNXZdzZ/kt2bNt4boEyajQWpH7kUoHJ21w/gA2qdXGDjjOa26Ul+FMqSFqg0IoYo/F3ljNsLPZds44WP7oeDDiodw/tBirdj+DDrd35rpCpd7/2re3hCV44DkvSuCn/AsucAKh8O3rcm6+/gG/5s9F2eQWvO4TeSzwzdSDgGBursGihbhPcW7QVLGWRSAk0QwqZZJ/bgHH9L/cJIA7/nM6GyXdo5xh04YXKVR3e/1j4StQ9h7AF7dWWXEmuBorJk3ftwXJiTE7mFXZRjy3wZhbocvRLoG0vTYZYT5Gsa/AdhUCDpQnuhhaEMRTtzn7EEAVxj2fuG4aghiKqRJcR9F61up9cPuHLXgNVOv89OeSr/aFQ0x8yNUiasPEuVU88o7MBDrS2DFr5mQUCSd9YvK6cWvX7iXnDi9jipZOjJ1Nxrb7eEESWOMHPgoiBcXHzouYrkUhRgsbveGJDS+ktVzby/STnXDuK3+wjy6EV9vo19kfvAL6Wliz+6kNpu/JuZWFhXogHtn0JJL3iPlef79Rhfid8Gc9Kte3um7imYUXxedeWmxkVpjisv+WqjAAACAASURBVBk5/fFF+soskxeOqRzpHRe+EoHA6v3PvcYKLCF0WgD9ZNWfh3yl4PujLsTHkpRPeO9OFJWkdI/pTCYCV14/ipzCCit1xS29WMXJy1esxx/sNyqP4Em0HlUa+ymH6RfD7la1hBssmCE7aE5mtxbqgj88SPAUYSliBPjHTH1lJiPsj46Ea1FrubLZSc0Vcf2UgC29mYeAu0zNm2xpCGZ7tPzTbhRpy1qubOliNePn0vsgHvKlUn3XGeXFAZjlszVbxx9e7gwCjZ9jYT+m3XVGEfQTnfeJ0aq5G4f3k3MbsQtGzmu7tVkpMIOC8mC3ENMpZGZILrd7g8N2DT7wVuWV+LpfDOw19JPNSu1TibWLRpFzd/pHuPZlVnkn0iPn172jJhcbW897oKhwYkdODB9ZwtFhGRhDFD5GcnoIlDeKOV9erTuqzYdo/DZ/g49NS6ek4/7Lcnmt0ZI9hRtizTTrT8rll0aVbO2OZpi8QMHOijyjR7VcutDFA7HVEHi957iQsMqtj6nNCwxqoC5ZCvV3omxUI2pkaja1WpfpkBAgBAgBQoAQIAQIgUkIPCDOHYbDvSIoSKRlY4iCdzaKGPQ3t7Pf65+BcnDwsVlYbfY0bWbQNnba+66BcYfhcB/p4+Wo+9JQEJq6Gg8OegO+LP7at2U+Om3aGBBx0mD+8OtgaaqqwfmDAzmOY276QKxq8vo57Dwpl/eVWJIZ2WH7tfJGo8ghhCqQda/9gb2pBPdRa0uUWmBjJD3eF049iu6rlqMjQoAQIAQIAUKAECAEZkHgQXHuWW6c8s6DAJisWXHwrXlq+F5lwL2j0WwLLLpiq7vrtgYMPm+H97r1U3lCgBAgBAgBQoAQWBAEiHMvyEB/r9sEkyARv+Z71Tl7PWCKntLPFtWAxUwSQVOcneP3W6+qmV3OUQkVIQQIAUKAECAECAFCIAyJc9NTQAgQAoQAIUAIEAKEACFACPxYBIhz/1h8qXZCgBAgBAgBQoAQIAQIAUKAODc9A4QAIUAIEAKEACFACBAChMCPRYA494/Fl2onBAgBQoAQIAQIAUKAECAEiHPTM0AIEAKEACFACBAChAAhQAj8WASIc/9YfKl2QoAQIAQIAUKAECAECAFCgDg3PQOEACFACBAChAAhQAgQAoTAj0WAOPePxZdqJwQIAUKAECAECAFCgBAgBIhz0zNACBAChAAhQAgQAoQAIUAI/FgEiHP/WHypdkKAECAECAFCgBAgBAgBQuCWOffv/on1n/7sp3n+/emz31XmKjhfc3ml/tnv/uTZ9LfwH9OZ/9s/++1/d0fuZf5u/OOfPvtd6i7g5J/+s+nB+U9/9pOxnplqoMyEACFACBAChAAhQAjcNQR+90+s+N/vP/3dTIuQ/2qm3HFmmebHbVOCECAECAFCgBAgBAgBQoAQWAQEbohz/+f/4X9cBDTpHgkBQoAQIAQIAUKAECAECIE0Alf/91ksjJ4mMaec+/fu3/7uD/4w3TydIQQIAUKAECAECAFCgBAgBB42Av/5v18L/8t/mYZqx3nm5NxhGP5/v/1/f//p7+b697d///zxr//g6Yd/N0fxf/1vfvHLf/Ev/5q3+9t/+Se//pPd30I3/vrDn/zy13/eucQu/f3zX/76F//z3yvdwwxR5r+DDCL9+7/53/7XX/yy9id//m8bf6H9+8tnW/+Alfz2X/35iz9eSf79N1L6j1ee/+Evf/2LP3wuZ/jjlXfdjLs72v0Xv5BaVzqpFMG7+OW/+T+Uk3Dj/w5r+NVf8L79/pPzf/7TX6bw/Nuv//zps1/88vlf/JU6Rn/1b//rX/4v/9xRT/ImEKLn/1q9ZDwpuvQ3h3/f++t//Pf/Qf33+n//xS9//T+9Vk/+h3/8984/7P/Vb11RFm7c3Jl/+IvHv/6nrf9HQ+ZvDr/+zd/9/v96/Zcc5z+yfv0HfxSPSO0Pfvnsj6JB+ct/FT0e6o3I7VKaECAECAFCgBAgBAiBOREACfeMhDsMw/k5d0zbZ0wEozc1i1m1d9741HWP8/6NLtJ1D9qMVQ/H/ML4sMrWenAQuC2Lld94/PxglzHWHiilx701xnajc5CBFwzD4esSsyrNPdvm/7ZrRcYqm7a906g+6QyxEv+kG12Ns01K9L8qzScH33pVlrSenE+l8C5Y+yR1IQzcLcZY0eZ7GrxCcWtS7qH9mDFLwcF/37BY3TEAG4YhQrRUKj8py/+WrQQ3qXJMnrTZbH/V3jelDhhBq+leSicv+tDFI186ZUgmQw8XoefxU2HITacIAUKAECAECAFCgBC4VQRumnMP9ytAuN+MAuRJ1iNB71ZFghO+1WWLlbsG2gqcOyn1yELq7A92S4xV4vzemzJj1jLW2foYIMIZnPvSbVqs9JpTa8yIFNbEdKWB8kfDc+kw9L2vEzhikvs7cO5QoeO8whd9fp9JQ2E42GHWo0Y/WqGEYeh1nzK24WT0FSF63lEXQk7rSTbnvgp8tVX/qJ6QcJXuw8rI17KH4YVTZ6xyEC2WoIsHFaasCsbu0TDdYeLc8kBTmhAgBAgBQoAQIATuOAI3zbnD0HOPhsjTgOHV3iEfPLNLS/WezGKBR+oyUYQSOHd5x+G80Nkps7We97lTsazaYcLbwkuvf8Dl1t1BJNM1c24UchfLT8uNI8FMz+wiqyqdUccw+NKtLzFm1bpfI77pvakwxgpPG50PXpodqqXD8DtwbqTOrNGPGuOHVvll1/2SIrVy81+7FWmXQL6C6dk5t14F9MTabjUZY5uNBrNaxyol1/MDx+79JEv98V7EFgTQ9LMOrNJWm73Pfhh6fbG90Fovsse1VnTYqj1mxfWW2IvoDiYPg6ErdIoQIAQIAUKAECAECIEfhMDNc+74RoA9R+Lky1F33WJWxT4TFO28V2U1R9DguEwYmnVL/PFEkmXg3B60wioHw/4mY5sRgw0+NhlruqIjUtNhGPqjw0aJMbZUtY+lzl35ow+d+qoFIt6lSmO/b9KKETVxzp1Ig9WUpCKiCLNF6eBi5OyULcasLamP5w4sA/iftVxea9iH7uhCvwf/fQN0TU5FXfovQjSTbolWAyxXivYZjBHbdd1tK1umnpQcvrJYvH7w+9DFV9K2A6A+tJ9ZzGoNroBzdw777rHb2WDsaduJdJN6zcesugfn3Q+9zh5x7gReShEChAAhQAgQAoTAXUDgbnDuMAyvvN56IZFVg6KwoogswDJybiSLgnNKv7EkWCgrC0bL9bm9i4G9CRrbqFXc4hx2+LrInnQlmXnUsv+51wRWbZV3+uMr0R311z/rNZ8WoAMr9jAjTyTnTmS0Qo+ci2zfJy1zzi3dTpIsrHWGsg40ADgeHLbrK9i6yFhYs4WYHzqK7Na4e8BvQ1mWiDsznhQXlV/MCYornHMPwjO7xIrtE536K4U4+PFK4LRtmSXx3uiLVM95r2ZZzUhrCOqDEVxpDzRMtJbokBAgBAgBQoAQIAQIgVtC4MY590mbWctoolcqMFZYkdS4V0ql2HoPuGMBDiON7Rge4HOabskYNRDKbLl97Is/t/2rRHSNhRXuyDl3IqkG2TNXhIBsRVm9Gwt7BxUQYv+qZh97ooms3/HoQ7cXC+zjjseJGXVLwJpTKFTYKOUdfMkV6l+ORydOd6te4pLvlTZX5QE7U7C8VFcyMxtBAp03KruP39UsVkKzTsG5oUVrIhXGjQXW+gQA8bSx/hi/8HLQXmGW2JcQ573eumU9s/WliLhMv4QAIUAIEAKEACFACNwiAjfOuS9GkYneu1aZlVvv0G/JQbOy1VNM936uM6vR5ZoDp+NEwjl2akKIG/1Gur+gB1zcEzoJoOSgKRMLzn0V+ONR97msQxwZF1rbbgAaz8IfiDIsY/fQHRyAx5GJfxMo44yce0JtSifVA9g6gJVC4z3n6IiAxrkvRoMvY7F68Povl5lV630RJ+B3BJU86wwvxMnzoUFzBgTPrPSK0/uYc4chOiGx1nuJ9F7tIxwh7+deR0BcncHpo3LnTmMFRkBZrfGl2kqltJJS+0k3R2cIAUKAECAECAFCgBC4cQRunHPHd/i1WxZq097bKmhzv07cU6heKeIykQFirFQgZwMveJHXORSvPlX1Q745NVS3RsZcKCxpnDtEhxvVxmaRPbYFc5faxaTcHEjKI00VoJgRMwY+baTsUlXfm3MPXi1bsT601A4kAeS4nyY5d5LfH76uWKwUqYIgD45uisuVn9nJ8CSlMIUZJHm2xLnDMDhplxgrbPS8DGWbqeTcF05jozv8aJcYs57Zzs9VxuodydEkWNOy9uBy1N0ogH2r5AhF6ywdEgKEACFACBAChAAhcPMI3B7nVjW2vfdgm7i87UYi2djxtgYJ6PsmpFYmwWE4tFfAsnAMJK/Y+pQIx6GOy0H7aaWx1+OePXTdEuHhm5mViaNOyM1lc+4chWms53tzbnSul+HQGuT9rPo2kjJn6HMH42M0ALUq9qnQWoHRkW7EH7RXLWaVmwcDadMBbye6JEvH+y3G2HZfCMb90VtY71irLclrYQRppIo9SZ8bV0R15yIYfgSXJDAQqsBePjP+4qljn7RFKUKAECAECAFCgBAgBG4FgVvj3OBDQzVV9E/dWBlXZrcyLkitEstILVtwCiJViBazM8hnXQbOjdoRjBVbx4J3yg1jWm7u7nBurr8BvgvBm57056M3GIk6p/2WBJ/sCqp9o7UlyqcRQP2/td74atxHfymMWVz3GhyKfOZuE8HhDA6NXg6PgbvzNRVjhcY7nbQDkrGc3ui3JPSdDQaaP+LmMtpSVdVFZvolBAgBQoAQIAQIAULg1hG4Nc7tvZ1KNzqOFolI+eDUT2LqMgkGUfWXLlcgKb3ojVT+qQGtce6o4ErL3i4xVmocmdWP5eauy7mz/Jbs2bZwXYJkVGitaDegHgYnbXAfCFrO1cYO2Fw2N8oQP5KVGqI2KIEi9ljsjXUMO5tt54yD5Y+OByOu3f2hxVi1+xlE1d6Z6wqVev9r394SytmB57woAdfnHkWCWK6ty7k5Vwa/5s9F2aT/XveJrOeDSuc/qdlSSvbIuVuJID1qOebkSe2UIgQIAUKAECAECAFC4C4gcGucO7yMKVo6MXY2Y+UEiUghZYwCvEPxsfMipmv+6LBZtkBveHhig5MRa7m2l+knO+HcV/5gvwoqwKttDKTiD14BfS2s2f2Ue5DvybmNEmF+UnZoGGuKT3xYfK+/36hC/E74sx6V61tdN/HMwssjo5UizmTWqumWZObzx4Yw8oo+d2ZRfgHHVI70jnxaUmsJA/DzrSrZYx6DVNs/apSfdzL1zid0hS4TAoQAIUAIEAKEACHwoxC4Pc5tvKNg5Ly2W5uVAjMoKA92C3GAd2RdSC63e4PDdu0RsOzKKxF/8GJgr3FP1aX2qcTaRaPIuTv9o3YVNCus8k6kR86ve0dA3+HC8x644j6xIyeGjyzh6LAMnvii8DGS00OgvFHM+fJq3fkm2rszv8HHpsUq3a9yh8b9l+XyWkPEdETXhJsVxoq1bdlNYbP+pFx+aVTJlmsLedwiYWCqXdIPQRndijyjR9cuXehibASJsTOTQ8yESjKlxgEGwYktKY869RXGNNtZvUE6nhGBq7G7F/mdLKzUlVBQ6Zq4rQKu+lL/GdZI3AaDu6xJV0ZnBAIgUKjAFMesR5XmYf4enigkfnFHUV7E8gv+8KBZjdz5F0prPM6rKEO/OgKzDwG+OODrlktA9tysqA4QOeF1Sd3R1ZunYxmBGeAau/YGfKDB9fCGnRJCJbWCDwbVRii5RqkUAnPAlVnEH/W2qty1cWGlOuv8luraXT9xxzh3GA73iqAgsS/YswqgdzaKGPQ3t7Pf65+BcnDwsVmIYoMruf3PTns/UQKWrw33kT5ejrovMz42V+PBQS+KsfK1L3vInjp9N6MhgqVp4lQRQPEHBzK3zk0fmMdFxjYMh50n5fJ+lvcXOe/Qfswqb3RNHphSY8G2P+q9rPeURQLvM64BYofumKhu2u65XD+lr4kAupu0yvV9xz12OhvgNiYJXJWu2x90JV/y/E1pPwffOWylM9LzB4NdsL8gzq0DoxxzlArV3V7/uN/bhj280u4Ee5WkAgy1q9hDwzXuRdQqP+9AJNcjHkO3UD/S98WSehY6NccQcITFqO3iVmqGy1Tu2Yk495SP2AxwoY2WtVrvHOFDvgKzV8/4gYisuYxygSn7tUjZ5oArqwh3ehZ/Yp6DtHOG+e0eon7nOPc9xPCedTn41Cpajb5BJ+SmbwQWvo/bBvpwOWg9toRb8ZvuFbUXI4C7SbILoGCwU2Ss7szw8IDjfNOnjvumBDZOnDsGPJ0ITtqy6yHgy2AJk/huSheRzni9Nb7foMi5/Q8NiPYq3Blhfj5M6o6TVNEiJ+cYAtyIUxDm9kvpOc0/RU1IFitJLjLSk+99FrhQkfJxKwlODJ8VxiBSsvonYj5ovrDUTHQkEJgDruwiEPZb8TLHPzFTzm+iS/fqlzj3vRqu79NZENuI+DXfp8Z5agkG7cfCHXiqPAgzkgiaqct04iYQQB4mmSxDm+jxXVP1yemL96YCjPudKkAdu6j6ZdXWwZCaOHc2gGjMIOIYRNkCt8kUNz5Zxb3DmsWqrZ2qJuce7pcKkjsjXpxr680fgSurE/f+/DxDYPDKytWuhK0OoALKJ1z+XYPXYBozm3sP5jVuYFa4UCkxsv4SzXpvyrF6Kp6LzMDYSq32JBWkWZSiX4HAHHDlFxk76ynYMTbIA/4oEOcWjxP9EgKEgIwA+m1kOwP5XKSsv9nXZUVqpugIo5CmNOx5PFT0DvTQp1cjKrOcBOUrprnxCbkALzN0V1Q/buZW33oeOLNX5NzGDhDnNsICJgezDwGCaSkLGAyVIFNADnjpheNdodE5ce6MAeCnZ4WLbzXEbm2junHCSXYb8NCCcG98R4h0S3LHYA64JhUZ7MKWW0+yfMNYHCyOe5jboXt5kTj3vRw26jQh8MMRQJG2qoGAqsA/sUTbPq8TwWAX9g2jyKZJzrGzK4yZcEZ+wCKN5KbnS6FIO7XsCQc7kkt7c81jZ93iqx0kK8pXzVQCXOBrHz9TtsU7N98QXPQbS4yttPrf0P5o3G9BTLGabFU/PmoLi2Ti3JOfq1nhQpF2VdfeRvOG4mtha3TaERZ7XBBAnDt3IOaAa2KRs07ZYtZ6d4j6ilHEjwe9xU2cO/cho4uEwMIiYCbEU3+cLpz6xB1zcxMLi3jqxtMKCZgFPffn0ejxu1rsnmgazg02HoxZU25fpLr5kE/MOwThxcB+xpXp8f9n7WynGcS5Z3qCpoLL/I5kjGbI947Ib8m04zD1VyCpMLvIea/+q+RNWX7eHV0mxR5eijj3wxtTuiNC4HsgYCbE2VOn2iZ4gWRW69jgqTPJaG4iub7oqQyKYOYTMVio0lMSwrzJnJu7FLgbdtXxTdyVxHxDcDlog2CbO/xxnf06CPNW24k9n3J7U5FIpcRCH0wFl/kdyRhN4twzPlDTfgWkajOKnDt1cLtcbR/23eN+Dz38FDYc3ZeZVNF9TxLnvu8jSP0nBH4MAmZCnDF16l1ALVhr0l6tuQm9rsU9zqAIZj4RweT3Ny22kmh753PuKARvlg+1xYVe3PncQ8BUA/HzbjVzJ2EqEik6RL9TwWV+RzJGkzj3jE/VlF8BuVZjEfBcrHm18o9hzy0WGchVPIw0ce6HMY50F4TA90YgR59bc2aSbhktxizZS0M6TxiGxLmNsMQn85SJm8bQAxh4QgkElsO5/U9tcIe7VNfVXuMOUGL2IQi58bGuqBO4W4yxmqO68EGApyKRNBQCgangytHnli1ZRZ1GRigu0q+OwBxwmYrgZyJRr49a8bpPGLPaQuleb/u+HxPnvu8jSP0nBH4MApw66LwZP3g6n9A7gN6IVb8NehY8Js5thCU5idsFukcL/HrFQaOSzKEQ1yXKkWpKUQH33jcgItFKy53B27rS2GIczDoEYZghTM1e/ExFIhcD7Wnuciq4uN8SxXWMWOQnfkuS1kyMMLlKKQ2BOeAyFcmY/3GPYtIeqdaj+3NInPv+jBX1lBC4UQTm9s/t9zcnOtbAO8mYc2/0Lu90Y7M6hw7Gp657rPxzdsqMlVvvXPd4CGF78c97Vy8w1DCeyunjncboB3du1iEIQy4aT8VeQW8zJOe+/nBNxbnDqfxzx50xMcL4IiV0BOaAy1QEt1LVqNjCNRbJuXXM6ZgQIAQeOgIomVPiULpb1hRxKIdti7GJ+idC7ES+AnOeI0MQRAgzNEOcNoN4FekIW8ky6cvpziJemn0IOE3X9Ll7NSvLM8x0JHIRsTfe85RwIclT4lC6TcsUhxIaMTFCY+N0ck64jAgbohRDODzS56bHjBAgBBYSAa+3bjFWqu877rHT2SiBwcuhZFPOt9E15QeulLJl1DdWUSQ5t4qH6QiixjJmVbZ7/eN+b7sC47E7EALrmC4oeiNyPSnO7fdfWIyx4nrL3rO1f/2vclFKcwRmH4LLQRuMw5Zru73+ceS3hC3VnXMjpFOSSGPZBTxphgsVEpiiTMId8qzUO0eue9Spp8z1JOyMjFC6TkkFgQy4cD5nujoiL5lRhI/RUqUBn5jIb0m2hx+lE/f0gHRL7unAUbcJgRtB4Mrr79ZLS6AYXFipiygeomkj587QZxVlpF/i3BIY2Ul/eNCoPAKibD2qiCgecXb+MZuecyNlURW94yOFssQtUCKcfQj8kbNbL+OosaVSfdcZZarxmEkkoZ6BgBkuA+cOw/C8394oFXD2Km2IUFyGejMYoSEnnYrX+SmV6zk4N1Tmdjar/BNjPao09t3x1UMG+ZY4Nx+beKY3J9JfEYhsp8p4HvLY0L0RAoQAIUAIEAKEACFACDwMBG6Jc1+MNEMf02Fi8ZNgDeEeFE9YySVKEQKEACFACBAChAAhQAgQAncSgVvi3NfAYvi6xJ52JZXSa9RFRQkBQoAQIAQIAUKAECAECIEfj8D949zo/dRqfpSMiH48TNQCIUAIEAKEACFACBAChAAhMDcC95Bzh76zwUjUPfeQU0FCgBAgBAgBQoAQIAQIgRtG4OY5d57VvMGW0uR3BqPcpS0sbxg6ao4QIAQIAUKAECAECAFCgBCYCoGb59xeX3YKu1lhjFU2uZvYVu0xY08bisvY9ybN7VOIuWGK4DrVPVMmQoAQIAQIAUKAECAECAFC4CYRuHnOrd4dOg0UTmHRR6ZJsK2WCVGlm1mvhvp5OiYECAFCgBAgBAgBQoAQIATuHgL3k3MHbpMxtjO4e3hSjwgBQoAQIAQIAUKAECAECAEdgVvm3ON3NcaqvSgi7tRy7tAciUq/OTomBAgBQoAQIAQIAUKAECAE7gACt8u5A3eLMSuOIDo15yY59x14dKgLhAAhQAgQAoQAIUAIEAJTInCrnPvCqTNmbbvC1fbUnPtbr8pIn3vKIaZshAAhQAgQAoQAIUAIEAK3jMAtcu5gsFtirNL9GkOQ5tyBP/bjy0kCLS/Jb0kCCKUIAUKAECAECAFCgBAgBO4wArfGub3DmsVYaXcghNxhGKY5t9d9wgrPuiMVQe9NGbTAv6ln6YgQIAQIAUKAECAECAFCgBC4kwjcBue+GruvKhZj1npPdb6NnPtxs3/u87/xx1ZRUT7hEGK2DcckAL+TGFOnCAFCgBAgBAgBQoAQIAQWG4Gb5tz+cbuyBOEmCxvd0aWO/fgdCL/lP2u1PdCyfe1WmNU6luTjejV0TAgQAoQAIUAIEAKEACFACNwhBG6ac4dh6B02m4ejTMp8GQm58ceQa7hXZE+7qoD8DgFKXSEECAFCgBAgBAgBQoAQIAQ0BG6Bc2s9mO3wot+wiu0TAxefrR7KTQgQAoQAIUAIEAKEACFACNwUAveLcweD3aJqdnlTOFE7hAAhQAgQAoQAIUAIEAKEwLwI3C/OPe9dUjlCgBAgBAgBQoAQIAQIAULg9hAgzn172FPLhAAhQAgQAoQAIUAIEAKLgQBx7sUYZ7pLQoAQIAQIAUKAECAECIHbQ4A49+1hTy0TAoQAIUAIEAKEACFACCwGAsS5F2Oc6S4JAUKAECAECAFCgBAgBG4PAeLct4c9tUwIEAKEACFACBAChAAhsBgIEOdejHGmuyQECAFCgBAgBAgBQoAQuD0EiHPfHvbUMiFACBAChAAhQAgQAoTAYiBAnHsxxpnukhAgBAgBQoAQIAQIAULg9hAgzn172FPLhAAhQAgQAoQAIUAIEAKLgcCtcm7f969uGebg62DwLbidTgS+d+aOLm6ncWqVECAECAFCgBAgBAgBQuDGELhFzh24WxZ71HIvZ7nZq/Hw2HWVfyMfK/C/mM/n1u47G4yxSvdrbi68GJw5zmfeVJJ5fFhlbLl9kpyZIXXSthirvvVmKJKf9cJtvex9v+rC8LzX3h/q95zfB7pKCBAChAAhQAgQAoQAIZBC4PY495ldYmz5ZVcl0Bpvdt3jiFKLng/aTP1b643x2mBXPc/aA1GG//of7c6JItIOTtvQh02tD8OxQfo+7m+VLWaVX/aSDl30GxZjv6o292xb+/ezy3uldkE7GrQYY5v970Nqz536Eiu9cLxU53FhoIGTPtThCsMw+NKFOncHCmraTdDhQ0YgcLfSjwqrHuY+3Vdjd69eWoKChZW6faxn9t6UDZXuau/rQ4Z1pnu7HlxDe8U0Xl+7pjEwTAIzdfWhZp5nCNS3oH00yplFh69LTHzIHiqG3+G+xm5ns7JsMcas5WeNzqdJX87AbRommmrvm6kvl4PWY8ZoFjJhE4ZhHovIAy3wPtj1VRw0Zi2vGj4HYeiPjtr1lQKM1VKpvuuMZpLDZnT4zp6+Lc4NXwK2VCo/Kef9g2HQPgPAueNPPjwHYqoCzi2ntYLBsPMMOHM7pt3BsK31AUc9h2L6n4GDcS36WQAAIABJREFUsqU2kNArr7duGW4BK6kfpaaDE32xYJgNxKn4Bqd9bi4H7ZVMchx8G05a2KTXNqLlC7e1wkqvhjkfDJGVfh8eAl73CWMr9Za6pOyepB7v5NbxvbDK9X3HPXY6GyXGrNqhvPuCPN6q6CvV93KepLqFT10HrmCwW2LShBmDGXxsMmZVXmrCgj6NQQyRlJh9CHBCBoS3e/3jfm+3WmDZ8/MJiH7ij5fULiUlBM57NQvmos6R637oNlctxgqt49zvEi4sSxstVSLWHRhmr2CwU4TPbx59lDqzeEn/pKvCaNt77foqYFbaH2XgEc0/hbV274Prfui11wqMWeU9mU7wPPxNcZ09eFOsn7oPeCK6Fc6NKFu13nnGSOWdzuLc494aY1sufwVR5q2R9TDk82DULh/pkn0WN4a6LlZzgq7LlTf8EoRXo+6axcQtDHYLpSf2AATMwWC3yKxW1I+47jAML0YJ8X3n9BX1GNc97vcOnDjDcDYVc7+/aVnr31WrRO45THal9mnu7Cbnp/SDQQAFRcXXw+lvCMUhxdan+GnhH7O6k9gtII//Xts70/fsvuacGy5/+LoCMkET50bBbeM7bbHdV2Sn7vfMQwBya3Wp6R3WLGY13ut0zz+1o0ESAqOpe7VQGb3uU8ZW2oNYAsrF0o/tnLkJF5ZF6ROfiVjwqYWMmzh3JkSGC1+7FcbyiMfnTomx4o68T44sS9LmDT42gUhJQhnvbZUxZpBaGnpwL0/dPOcORm9g9qm988anaU0S5YzJvjCDcwduy2LlN9HqyMy5Q1BQrlmF6pshnwHlkQ7hAbJq7/R98PSo+j7yifPBIFozIN0XL39wPnRTat9yJd5hrcBKibidX/P7DcYKv5mHNwcn7eLEpYLcg9nTQKSePuSl5+yQLEaJM7vIWJooZN88fhqfqI8KSpsqB0JygY/6TDw+u7kFuDIfXGPXRpFSbR0+YKl9M7+/yZiYshYAxOvd4sxDMARLnScdVfo3tB+rwmxQPkGp3noNBok4d84oge2TpUm1Yd1oVXMkd8PXMHtNXliiMK6402qQnDtnCPRLONVbNceoqIOZx+8byxbTrd1ww1/MSMidNGqBgp7Cw91wuGnOPdyvAOF+MwpCgNt6JHRLVkWCa5uAAlDZZNoInDsp9cjCqcrHLdTEFBKlONYy1tn6GIvc4EHwL/zgzC4zVlqvlVmhFCu3PLJASyzpBpdb6w9acNIuWZXuF+k8KKaXyqtWade0ZyVljJJ8gb7SlvdX/KM6Y1ZT7Wq6qOkMfD7LP6vTuynf9c4N7ceW/vJcr0YqffcR8N83GJtKUBTdC7ITtqNpZsM7m9gtzMzj7z5OP7KH88CFXzJWahx5ofKFi/uJ/I+2GmI88hOzDsG3HnDoFGkY7DDGmvEWKFeQRQscfEGIc2ePArLnBLrsjPKVKReWuOP9uDW4xFFIjZpcI6VjBPz3YMtWEVLO+PzkhDwj4fciFpVOLvsgctw05w5Dzz3ibBM+DJFc+cwuLdWVBStMW0ZbB3gxyjuRGoazU2ZrPe9zp2Ip2xPhpdc/4KqK3UGyqZ2MmH869C4TFyid57Cb0RH6HlCtpg6ORYMzGxqCBYP4O3caK8zacn3UNius2f2v+u6hyJr8AsNeqtjJ/jsuGeebc2FRaFycYHN89sf95Wn+E6vPpKtxarBrkWwyRmNBEvipq3XedRrP0AhmooELirRTrni83k+JVBV5/HLrwGlvlMBqxlqubHaML+mCgJx/m3PBNXZ27ciIW/7CxS3hp255u+vsclPX6SzS4uILlph5CPI4d/JRGx+1hXkxce78RwrZ808973IkPbHNXu5+chjiwnK94+w3KiBQA3vutCUr+lHg0i7i3PmjIF0NBu3HjD1Gwzbp9DTJ4V6RMSG/w9Vs61Pof5I+MXuuyYnFNHXfjzw3z7ljXOARj0Snl6PuusWsin0m2Ox5r8pqjkHRA0rF1DC2ofTHk5lu3HA6oemioARCVwf3P7ZKkYQ+DC/Ho+Oe/bwMdhwb3cjM9ryPhh3MelRp7Njd957cJ8UEYbvZ3JWsl7ZrRcbKz9uSjcLUxkwwv2cLAPxBV7J+a60XGSvWtnnTjQpjxXXFviTHNg4wWTcNSBpNOvNAEBg767hSW6q2D/vusdPdgq1wRatSu1Mjw8MdrXgRO3yFOsaRkWW/t1eHt0iYRmj10eF14TKOyCnoPoAx0/OOc+z2D+06WKSpYguCXiAw+xCgQypdhoJK4dmCJNItEXinf3Hf5kmttsKsZy2wxjvq4BNbanwwUISo/Nip4ewVGfAddZugbaVasqIfBSsyAyPOnUbefAa35RMaZs5kPAu8jrEVoYXPZ6f1msVKaHMfWRtbzzqyFoCxpvt78m5w7pC7ASkkCtYwGDrrRZSNnBvfSYMgN0uXa9x/WZfdJjSegpfuhqCnyE3hsLXZjUw0vnRAHUV4zeP8e/k37d6J9s4H45MeF+Bp2y7I42XdFVWXJlZxeVIug16N8d5Njxlw7mkzYx9iQYuCpKlq5RyU1b8iSgY6eHAIDDtPli3ZbikM0RCCWdvxDrl600aGp3Buv79VKqgMG/S1GCODARVKfnRtuEwj4r9vlpZUhh352UjU80ydWcxzcwxB4G5bTDXaEVZ68fQrg4lsj2ZXGRIlHX3fFXO9yCOCyV0BL3vWKT8ChU8hxgvDEF0qSXrhYOpqNfrRTjhxbgX07AOuyZ2NfFZJH7yrMSY5rsDZSXtT+Ccmsf/Jqu3enr9xzn3SZtYy+geEneXCikQ9V0qJdjV43ENl60hjOwYYXgxNt2QchsFZp8yW28e++HPbv5JUSOPSoe9sFKo/u26keRIJm7M4t72XyJuDLyPvW78pyPHyo0xHh8334/AqkF51aB75rlFyn3RunlS+nFut8bqcm+TcKp4LecTFdS1NZTuCwsTwQoVzGzHjXsDzzKGMxRb15CxwmUfEgBw6efiuIboMjTyYU5OGIFrDFKq7sa/AUm29zEjOPc8jwDm3bljCpa2zGUFxt/Tc4AQMsWRPMsS5pxsbVAixZlV8R6fDGr3m1iZsw5E1AiKlIM0Qf7qu3YtcN865Y5d571plVm69Q0clB83KVi/2lAeJn+vManS5gvXpOOGvYsMoEWpH4gFYexX3hOMgeCx0M2cYD/RuE6umxCM0jW4JZEZFvcqmpBYiRONCLQQUNtL1C849rUA67tjkBOhz65NRVincJI3ZEkwxxq4aiw92mPVKwGvMQScXAwE0BTOK6+D9Alqhh1ZFfe7cOZT7hyIj3SmfoBngmppzh3zbd9ZP6ZQ9fnDZJg+BP+pt8QAuhdIGqNdjEaPYBdkeybkzHxLOuVNzzvTPdlJzrPYDEUIsRYpEnDuBKSeFRj5CITsnn3zpvAeBTaxyWwtjhCOYsjbmw/0DyJLcpdtL3zjnjm8VPs+RIrL3tgra3K+TMOOZmgzIeuOlrZwNDGkjl3noA1JzQAPt4pYfV/wPEgNK99id0oaSc26JGfjeJy2aTCaRBVpvtX8AaQX7kmSxEcNrSKCEMpnZM7tqKAquGE1rGENWOvWQEAj0/ZqQS/iM1CEMud8Snbfhx0zykhHETnYFVNzRUPtUHNOvhMC14MriJZeJHCNqCtdLtK6WgE+S1xqCqBp8ccz+GfEFSWbmpF1KcQTM6/ysZztGzTR7QWTKdWfM2V4iulNT+gwW10gJFKBYMxBi9DwB1iLdL6k5x7zOJ879gx4zeOiTkfPeNyAM+7bLdxlkMq20D9Y/iVhXzYYr1y13DOqhclQOUQHy9Uiy+61XjVRcQLkF41RLfgNBgaRj4MdYg8S5wQ+rqtuaRWTR8lpZVYteXfs3OG5ZiVJadnW4JSSpSWV11VADSGjMXwtDZjr1QBAw7yGiN4BMoTWq+mlXkcxFDx4n5Tq98J0NxY3aAwHw+rdxfbgMvATnopSSwzw79de/wbtfwzxDMO5vLlvaW4ARJDJ25IlzT3gO0HUMi2VtPDd8/WMPGKkKzOJYnNPAOV283y6clbnHnTpj7HkHttm/qMoOqcoX9wR/HSQBSj4UwUkbTOQ1r3RJGePXZAAm3vo3Iilz31O3JueGt0idlfxTdygEYCqZTkDG1yyxjNSyod8fWLCqoY94cQjWmOXdRtMtSdrTUhrnxhdYnQgyiKwasker9dqHHng6nxCHkkfklqNsprvqjzWLUN4zcIMo671du79Uwf1AACdE1d6Rb6nnqCThGyqveHngsTgOJafXSkwobl5WVKyd7gdAP76X14bLwLlDTq8V87Ioqt88zr9+PAi328I8Q4CET7IVC4Ph6wqTwu+pt0ScW8UjfXTpNiHwuxKHEgzyYg8Y6SJcZKB8FuFDmaFSH4YhjgJJuNNIymfQ5dG0HrX5qKlfELkyMGt9A7EsE+cZkZn+Q+Ybt8a5+cdb3dExHSnLHZTQSExd59xfujV0glV60RtpK9Uze5kxScqrDP20nBtd7/W/YtnLUWdNvPNndhFcF/cG39CGM7WFgh+5RDyvtP1dDtA7uPIRVarlge6VJ5tPMQp5AtVwa1lzSYGmD9k1K83QwQNDIPIoInwFdiLnmI4IKRlZOKgyCe4cgPt+cjobehBsjAULun2Kc6hV6Wv6wEC85u3gq50LV4a2K2/XxLljBw7CV2C7yrUtT1Iz1zU7/zCKzzEE3IZSeXG06VeGhji3jIY5zecia7XeOUp8BcrhnPEjLrwPQx38q8eEr0DuXrBQf5fMXmpLxLlVPExHxg2HJCPONrF+9mgf/FGxpw1h7ZYYwkleifn3QrY2nihATBq8j6lb49zhpXAxYvgdO5uMbfd1Aoti5miNBcXHzot4D8IfHTbLFits9IYndgVjStb2+nL0+OBskOX0cVrOzUf4KvCObfhKrTT6GP49OHd7uzWMGsIKTxudDyP/SnoYuAzJoF8u5bl2kmtNlV4kjlaiKv1R7wU8+inezCf6znAcDcDoAFxnysuS4Eu3vsQKGxLHunY/qYJ7hsDY7WxyU7AoqISymMVXUuXc4PezHwVbgSIi8Id0334c2wKd2e8/8CAI0p3PlZwA1xycGwLyjo7adXAPFYUlimLozNXBh19ojiHwh93oxZkYcog491RPUPBFBNJihdJG21H1g1OcG+ocH4tgK7xIXhgd4tyTRwG3MeWFjVpE4dx8XjIJUnXnDf5AxC2C2Cb708XzVlu+R0e3x7mNIAUj57Xd2qwUGKsfKR932PvZLcTbc3zs4Xux3RsctmsYub3ySozWxcBGB/jgm+Y0W3hzNez8plx+gvHw8vWVfW9w3O/t282NMnLrQjUdLenKH33gi2nGHrUHEe0eOxvoqzWnG0Yo5jh57rT3ZXekgfe2jr21yjuRorxUazB8hctQ6aXQ6fW5094TkEolKUkIEAKEACFACBAChAAhMBMCd4xzh+Fwr1hYqWatdbwzEXf9m9vZ7/XPwI1g8LFZWDVEgvU/O+39jOAdAqTh66L1qFzdtLVFs7ge/6I6+FKputnqHg0l54VxhiQxPrabsru0856duZ+VlPoxKX+w17A1Bz1SS4GyyZC9OJGKUJIQIAQIAUKAECAECAFCYFYE7hznnvUGKD8hQAgQAoQAIUAIEAKEACFwxxEgzn3HB4i6RwgQAoQAIUAIEAKEACFw7xEgzn3vh5BugBAgBAgBQoAQIAQIAULgjiNAnPuODxB1jxAgBAgBQoAQIAQIAULg3iNAnPveDyHdACFACBAChAAhQAgQAoTAHUeAOPcdHyDqHiFACBAChAAhQAgQAoTAvUeAOPe9H0K6AUKAECAECAFCgBAgBAiBO44Ace47PkDUPUKAECAECAFCgBAgBAiBe48Ace57P4R0A4QAIUAIEAKEACFACBACdxwB4tx3fICoe4QAIUAIEAKEACFACBAC9x4B4tz3fgjpBggBQoAQIAQIAUKAECAE7jgCt8q5fd+/umV8gq+DwbfgdjoR+N6ZO7q4ncapVUKAECAECAFCgBAgBAiBG0PgFjl34G5Z7FHLvZzlZq/Gw2PXVf6NfKzA/2I+n1u772wwxirdr7m58GJw5jifeVNJ5vFhlbHl9klyZobUSdtirPrWm6FIftYLt/Wyp1YXeKcRPknR816VVXvfohNwC2u9cXL5O6WuvN5uZ6gD9p0qp2oIAUKAECAECAFCgBC4VwjcHuc+s0uMLb/sqgRa482ue6xRxkGbqX+CLw521fOsPVBHwv9od04UkXZw2oY+bGp9GI4N0vdxf6tsMav8spd06KLfsBj7VbW5Z9vav5/dKVjsoMUY2+x/H1567tSXWOmF48md/9arWcxabTrnEhbfZuHcJzreGsp4mDD4pJnLUXejwFbag5nWVEl5St0FBAJ3yzDg1cP8p9sfHbXrKwUouVSq7zoj9Rnw3pQNle5q7+tduP271Ad/5OzWS0uAXGGl3j4aKXNZbk/99w0rNR/GJYavSz9k1R038CAS4+NO49myxRizliubncHE/cnUeOnz/Neu6TXQP1sPArzr3kTq457MHxPmorFrb5RwJiqUNuy8r/LloPWYMZqFMsYKxYsJ7EoqFzT/c6+5JoZgrdlLCS6TBpFQzSnBTGq566nb4txDewW+x+Un5bx/8NnW5iDg3PFrJsto4bVU+LdaMBh2ngFnbse0Oxi2tT4gSyjtDrI+Zv7nbn2JsaU25LjyeuuW4RawkvqRPsGGU5HX6EmOb3Dax+dy0F5h5p77w85agVn1/kUwPsUlzbtWmZVb76LljbNTZk9aDt86OB3r934xmrQoct3jYaoY77jvbpfYSnuoVzrtbVG+20bA6z5hbKXeUpeU3ZPU4510NBjslhizKtu9/rHr7FULjFk/daXtF+TxVkVfqb6XsiS1UQoRwBecWZXWYd89duw1ALV6MB1i57DwTk2kEbDBCcgd4pmT4DYi4B0ChKWNjnPs9g+aZYuxpdwd2mi8yvV9xz3u97YrUFz9sgQfm/CavNTkNf3pBtXYzQd70nuvoWTbe83qr2AB1PiQPRfhk2+t1jtHrnvUqa8wZtV6svgpASwY7BTh65tLH5Psi5fyT7q6YHGvXV8FzEr7oyw8+PSSDMEqvAcJB1OKIaFijDi3gsp3OsCvcubTn99IFuce99YY23I5u8Nlscq5wzCM5kH+1nFmULLP4uZQ18VqTtB1ufKGX4LwatRds+IXeLBbKD2xByBgDga7RWa1on7EdYdhKJPXd05fUY9xYV4+cGJ2O5xNxdzvb1rWuqZVIrftj774YTjuv8QVzuqyxazlVbHaeQRH0crnZT9fgClXOl0aXqTSK2Ld06F113IFbpOx4uvh9P0KPjbhxThMmIP3tsoYk1ahyOO/1/bO9D27xzn51CTTBQ+mO1Z3Jkpbz53GCl/Jp+bDMPRPbSCDxLnzn42v3YrKmINPrSJjxb3M92K4V9S4BWwmsKL0uQlxt6fxnXY582/gAV7FeUZfxqj3iZTgcSvZaOWS7A0nTdL5gMKLQJxbBTHvCN+LXOIxtB8zlh6Cx7b+5lx5zgtY+4NsYD5N3byO3q1rNy/nDkZvQN+h9s6LxK46+0zUS0z2hRmcO3BbFiu/ib70Zs4dhiEsfAvVN0OUWyjMIIQHyKq9m8w5fR+J/flgEK2Y+bsdPUbB+dDN2T0JQ++wVkgv9fx+g7HCb3J4c+ZzE5y0ixOXCnLpmXRL5ILzpaG5qTTm56ueSv1ABM7sImON9+mPVFab+C48laXaYYjEvRB/zPBRn4nHZzW2KOfhDWIVVaqNUtJC7vfJHx2iRHalVnuSknNfjV2+BbFegyWR2CFcFEhnuc/BrpUSo8C60VrLmq693vPysvYW4D6ntIHp9zcZS5OPWTq2uHkv3abFJuygIiOMKQHHCtc5qY8RCuOKO60Gce4ZHimv+xT2DRxhGGYoOnZqKUiRmynKqKB8gvLv2jooW+XOaYZG7t2pm+bcw/0KEO43oyCEz7P1SEhbY7Er1zYBWWzZZNoInDsp9cjCr4WP29nJu4SvViTKbX1UNBv8Cz84s8uMldZrZVYoxcotjyzQ1Eu6weXW+oDCXolV6X6RzoNieqm8apV2B1NxE77aVjUu/KM6Y1ZT7arURk4S5u7yz+bNnfGxY7BivGHOHYbDvaIVU66cW6FLdwwB/31DE85N6CDyae07pxeZmcfrFSzaMY6CcTLMRQJJnvXMHvpcKK7Iubl2Jpp/wIxKnDsbSpTViR3U7GwTruAMz6QZHqul3Z4JsJkv46bBhM8lvjWs9UmtAV8KVYiAO94gi8UXgb5TKmBZR2giwipCypmRbQBuIpT1PPda0ZQUARB2q2Kf+h54pCDOnYHlNU577hHXNADOHcmVz+zSUl1RtFJ5odQcjFB5J1LDAF3ktZ73uVOxVKH1pdc/4BpgXaOxi3869C4TFyid57BR2xESd6hW1yOHLgRnNjQECwbxh1u31pbro+pYYc3uf51MvGH+XarYn+JqcMmoPJqi/om/IETM+B4Hw85TUGFvHoLZZ6ISt10rsmJtO9KQa60X2eNarLArqeriy8D3e6b5P2e2OmlbJNGZOJR3L8PwdZGxWuedsB4zGUQqvUY+3foU+p+kInuubJSM38Ll1oHT5rZNU1qkKc0s1gGOQmtw5Q/2GxUQDYANpX08aUfutMNf/BClG9qENj5qixrwNZ9v8lmEccBlZPWtF3yRntgtyZJ+IghXgXfcBlHTaifZUsdql7e7wi7WWn7W6Hya/O2Y2NrDz4DbPiqTM9w0yt2qCqnAje6qqiyHfhQ4fccXIecrZmhkUU8FgzYojaBhWy4Gw33wPFF7M0Sv0P7ooF5gTNU1HXaEXwouCCA5dy6i17oIj3iE7+Wou24xq2KfCRoK/uxqjuGzAqXiHbrYhtIfX2u20nRRcOwVsVAYhv7HVimS0Ifh5Xh03LOfgy1NYaMbuWU47+MWCbMeVRo7dve9J/dJMUHYbjZ3JaMQIMGs/Lwt2ShMbUkDE5C8atSGxB++htm+9Qk59z6Ytbn7dcYq7aNIh6e3VWRrNuqX93v7tsS5vb5sObdZAa+Km7zbrdpjxp42pA7bdo4NHHTSOJpab+nwTiEwdtZxsbVUbaPpXncLDCLzfNHwDfT1msVKkfXYLtpQPuvEGv3DV6hBbAnzsr06vEVzWnfcKbh+VGf4bmxt3WIraA32oddGG8rKfgxqftOo8GMSImAx4ty56CHDK6/XSrFZ8D4+sSuNfs6uuqgSmR++RKvtoey95xQkgIxZ5edol3lo12F7XZUciUroV0YAdeWLGXZ4Sca0DgNc43w9JtboR8GKNjGIcyfo5af4pk1Mw/Ize4f15URmt1w/kESWakni3Coe3/9I4twhdwNSSEyv4OOts17sgpFz849KMrAilWWhMu6/rMtuExpPgU82BMUE0S8etja7kWTiSwfUUYThOeffy79p9060ZUEwPulxAZ627YLPk6y7IpRqYuWWOAF6NcZ7N40BTCITMnuf5accjBrFLIMVQg1ZpsRSi0inxBoUAY9nLimXOQlNKCpc5mx09m4hMOw8WbZWFG+P3IGDtS3tDcp9xodEsx7jRYQ6st/fKhVUhh25ztD0X+VqFzuN7EFb6nAb/0SbLhch4ty58ORf5CxNZcORN4ast0Cq0DuBLVmH0/Sleuyz1X/fLC2pDJub+JPpi4SeIYmGW2yKuWIazg06KlajHxkiE+c24G06xTW5TY4iUrm9dyDYLqy1ex9cNxIWFOrvEgt7uQRxbhmN75c+aQsvGeCysbAiUc+VUqJdDR73UNk60tiOOwAvhqZbMgatj06ZLbePffHntn9ldH3tOxuF6s+uG2meRMLmLM5t7yXy5uDLyPvWbwpmvPwo09Fh8/04vAqExD7qOT5PP0DWC5+EHDl3jBtPcI8x8SwTXQVWJG8yaIX44XU59w+4d2M/6eSPRQC9jrCW2Zk259y6ZwBUXX2iGlYqneRewFMbwUqexT3gnFty/IJQoBrPBNX5CDPi3Nd4eDjn1lXj0mqpk5r40oGNwlyyiHax3zVK2qRO3bvrXEt7GgnrZM4NhliWpNtNnHu6xwFnnqkMtDAGi+rYxHfBJ6PsLy5plDh3gsX3TMUu82Qv0QfNylYv9pQHiZ/rzGp0006juSWskGPDb6SJCGuvxHkTPBZW61jjvSE6J0lUU+L7wvczkRbj2CeHcTa+MyX0KyTlECEgt/caFUn1JSkYhpl1ypnmSIM+t+KCKrOO2B2PwS16qbJSYqxQVVVv5arG72qMxaxoRjn3pxaz2okuo1wvpe8bAoMdBk+CcWOdc259AySf88H9c3+CYhflviHyg/vLObcODueCOtTGruTjj1SD9LmNyMXaCCl8zJQuqxI4j45Ksl4cXhA0KsldXQ6IU2AoSufoc+NKFSKEWOuy+ipxboFd7i+al1j6dGQqgjlT5ARDQVmvDHSAOLcJxe94DqCPBLTe2ypoc79OfGwA+qlpDhrHL01s/S1nA0PayGUeurM1SBQCd9uKFP+DxIDSPXantKHkrUtPm+990iJlwntrXIXDHP1DeCdMQ8liwzBAvvOi3j1zIQiRVbGPOlXG6j8nDhldWPyw9knA7Rus33SVSJZRhTyOSbwOmYlzA+yZ2giGDtOpu4NAoO/XhFwmnbFrYSYNOucLZMVWvFfuaKh9endu/A71xLwgIc59Q0OE0YJTH6PZOXeoF7k0iITKjBnpyA3d611vxjwWxl5zibj0scZcKBQA2TaXDsjCOzk91VLW2OyDP+n1fgImY97nVO9ef+Cjq5lrG+LcKn7f/Qge+mTkvPcNCMO+7XK7Q5lMKy2D6UmyclKz4cp1yx1DZLViK/EKIirAr1REiL/1qnEgmCdljKgs+Q0EBRLJxlxUkOLcw7bFVDaZxblxga6squNKr5sIjltWopSWqu3CqWNEkuDMBRcuCIIyE8lGndFaAAAc6UlEQVRnxiMvxYegRqxEutNZODfwsGTIUv2jE3cVAfMeYr6iiPGq5DEK3TWkltOz79TfVcx+SL+MaiQnYIRnXN6n+qCvedQM+AlMcUo1zyIfcdmqpr+HkGYxj4t+c3VZsZkB/Pgo8HrM8tqUP8FFht107/giTOvaP98/d7zfLpyVucedOmPseQe22SGEHP2ZEOAT+HQ+LlGSkvr0o1zGuLAkzm1C/Pudg2WoquLpn7qxZbdKppNWcVQSy0gtG/r9geVqcScdvx2CNWZ5t8EFWbIASNrTUjI9DcMQp4BY6I55Mzi3GrJHq/Xah+B/V9WaSqqEeVyOi4m3IC/peVph4UlpnuIxO2WDrTTnDjJcx6DJ5nSvqN4sHd8yAkigVXtHLnPNoXrem4rmfoHHnxJ6k5xeKza7UVQ/YaB8yzd9F5uPwk9Ijs/QhjJnpa3cBXFuBY5ZD9IhD7kNZSkzPit/yGNNPGhQe8g5vY6N8iEHj9swhf+1Wfv/YPKjfqPs4zz/zvCxV4IgYiQd3dokriRT/hrnoESI/namMyOJVHlVZpKO/52ASpw7weJHpPjHO03+9DOKAAbFAxJT1zn3l24NPTCVXqT8p57Zy6lYbvF9Tcu5/UF3z+5/xXKXo84aYysYfvLMLoLr4t7gG9pwpvYMcYZNLfji5q+fQO/gygwe1amquQvlnNYHYWsqfgMIXG/+434n1MrTnBtM6wrPumpsHt/dLuW5ljM3SGfvCgKRRxHhK7ATOcd0ErNzvoRTXlLuUqNQ3e31j/s97itwXYrYh88qi30F8gyrineUu3L/d6cfHDQ+EMJXYOLlKQyjvXLznjhx7msOJCcKkV+/yAmJ4s+HIywZOUx+yPlrEvsKbFeXwHPgRBd417yTe10c9YMzglGEXHVHeB/m98lHgXvYPOrUQbuyJi1cNTCIc2uAGA65xo4qZ5Sypex5OHkoPG10jmK/JVb5VVokCpUQ55ag/BHJS0H3DL9jZ5Ox7T5ekQgsfuCjNRYUHzsvYhvKKNBxYaM3PLErGFOytteXo8cHZ4Msf7bTcm6OA8Q4sGGKXGn0Mfx7cO72dmvLSPfh8fowQg/wAjUuwDDol4sM3+MX4/Ww0ovE0QoIV45bsioOtKOJ6uOmL5zGar1zqu6pXY3dV4ilzJmgCBchNPvn0eCNP7aKTFWzuRx1NwpMco8VN0WJ+4TA2O1sVqJne6XePoL4SsmfgXODuVgcvQV81e+n4rP6IxEKBJ3Z7ytBc5LKKSUjcDEQA2GKn5L62klFiXNLYMyZDEZH7Tp402LMEBkqxblBH2/Y3aqi1mLWQ+4ndWJkKFdzPDtnVx9ssQz94Oh+8arKuSEITj+KvcUKpQ07F2Hi3JOfnAm02DQLjY87jTVwUgdxvp81OtnBvCZUPrl39yPHTcd+n4BKMHJe263NSgFVkLXMg90CE+5L+fDAMG73BoftGkZur7wSX/eLgQ1hIxi4Cj6VWLtW49Ww85ty+Qk+ELo3KDWr7w2OIWRMc6OM/MPk4uPKH33oYGgDxh61B5HkeOxsWBO6oTY1/9G5096XV5C4Ja1xfdTHKr3oYhCc2JLS6WyUYmx5B/zjdmUJEEyC/kg9G7/jOwqIMf5n6aJKz9m1jUFApWooSQgQAoQAIUAIEAKEwEIgcMc4dxgO94qFlapBNobD4Z2J8C7f3M5+r382DsIw+NgsrDZ7nxUBHEjbPjvt/YzgHWJwh6+L1qNyddN2vmRTc8iM6uBLpepmq3s0hFaz/8bHdvNtsv0envfsDCfw2XV8lysg+6/LPcFa/U/d5obkFp17HF9r2B+lPmNO77DZPBSAp3uk7FTkIpIuS2cIAUKAECAECAFCgBBYJATuHOdeJPDpXgkBQoAQIAQIAUKAECAEFgIB4twLMcx0k4QAIUAIEAKEACFACBACt4gAce5bBJ+aJgQIAUKAECAECAFCgBBYCASIcy/EMNNNEgKEACFACBAChAAhQAjcIgLEuW8RfGqaECAECAFCgBAgBAgBQmAhECDOvRDDTDdJCBAChAAhQAgQAoQAIXCLCBDnvkXwqWlCgBAgBAgBQoAQIAQIgYVAgDj3Qgwz3SQhQAgQAoQAIUAIEAKEwC0iQJz7FsGnpgkBQoAQIAQIAUKAECAEFgIB4twLMcx0k4QAIUAIEAKEACFACBACt4gAce5bBJ+aJgQIAUKAECAECAFCgBBYCATuIuf2L4LZsL/w/dkKJLmDr4PBtxmbS0pfI+XP0edgZmSu0cH8ov54PANq/nh8qdUX+N/8GWrQStMhIUAIEAKEACFACBAC9wqB2+LcgzZj1cNxCqvA3Sowq+nqFC2VUZwIPrXLltX8OB9/850Nxlil+1VUN91v4HvDDz17s7JsanqwyxhrD+Sqrrz+0TBZGHztVixWfevJWSanv3YrzKoczFbK/zpwj13535CvMYLx0Hje1I/xYVW9I6/7hLGl6Ybpc6fCWOn1UKn4wqkzZj3vJ5gol+mAECAECAFCgBAgBAiBB4XAXePcYXhmlxgraxQtD3Ov+5RNQ9P9j3bnRKHmwWm7xNjyZlempO7xcHyVbs8fvevYe836k/Kyxfif9ahc3mjaP7va0iHNuf3jVomx0ou+4MvBYLfIWLX3LQzDYedJuaz/a/a1SkO/v2kxVrU/KARa7Tlciii1uAOky1GH+U/7BK9961WV08YlUFSLzrmB/adotGgx9SvfrFxh0T5L5aUThAAhQAgQAoQAIUAIPEQE7gTn9t53nUTm2u8dOAmV/NDrHAwmSEORpltbrkKotdEKhp1nFrPK7Zh2B8P2CmNLpYTvrhQYY6XdgbGe4V6xsFKubrY6h3bdLKSPmkxz7jAMvcOaxVhpy43u5aLfWCq3P/lh6PX3bFv+t1kRdDy5B/99w2LW8mqanStnli2dOqt0GbYXZM4tp7VtB/+L6x6PeG/VSkLvoMJY3blIujch9bVbXa13z2JccZm04UwY1gmV0mVCgBAgBAgBQoAQIATuDQJ3gnMPdjPZJAiV13q6zFeHl8uAreaHmNXpOeD4cgAk26r1zsMwDAa7IHqWRK2Bu2VNIy8PQ5NizHmv/qTcfA800si5ocXD3mganZkT0LtBEbi4i/NezcpcDIhM5l+VLkucG1opR0o1KPPWOLd8F2olQ/sxY6v1trxOwHRrsyXE86rwXlsqrMKowi6BLN1/KYqa74POEgKEACFACBAChAAhcI8RuGnOjUxO1WnYTTSf/Q/txr5rUu2YBPHXfu90CrEpkNdC9c0Qpc5W7VDoeoRhiNrStXeT6D10xMS5kbZysbHMVg39PgelDsgZ+Ok/WDRonPvCba0wttIefhsl4v9kW0BSNTk12DWqdDnh3CirbkZbA1mcW6x25EpQ4l6q78Sy+UaFseJ6CxVvYpWYlPA+RdAV0f6ebU/czTBASacIAUKAECAECAFCgBC4HwjcNOeO1EjetcqMlXcc97jfOxbE93LQesxKLxwP1alHn/qjfO2FS7f1pFzeMaqUBIFBJxuGxL/wgzO7zFhpvVZmhVIsan0EsldJecMeSDX4J12JI8YsU/DO916Yzbm9t7XCaiwADuOcSGTV5QcXb8ucG1RQGFtpuReci4sOa5LjJ+XSEmMm7RpsRZR6Uipwuo+Cc2tbQBe4TSbUbH7THeGjCysHA+cGtRBrU7Z9NK1AUg+/dxapqfArwflonpVVqlo6QQgQAoQAIUAIEAKEwL1A4KY5Nwcl+AgcT1Vm8HrrlrXeiwg492ux7uhi58BtPSpXd7lWNLA9JonJI8SvRt21gsoL9bHwT4feZeK4o/OcMVbvCOGxs1NW3XSE4/fNRBEC1b4V1Yj9Ycyk07olwZdeYwUUxRuHIxBjx+wc5NxBGI57a9FdBHisybmDM8cFZRjk3FYb3X/4/c1C+ZWi5g4UOQ1FGCLnjm+tUwfOPe6/LLGV9kBSdPFPex0uin7PKTdqyKQ4N1crLz2tJEaufr/BWOuTjrB07Ls7ZdBl3xa67JduExc4td3eQB9gqRwlCQFCgBAgBAgBQoAQeCgI3ArnDtwtkO9W344iL88Xw85Gga20+qfcsV2/s24xq9FPy7m/dsuMFSOvJhmcOwy9NxVQ3JZVR3IHTNMGkVUp0uX8ozp2XojneY6YSRv1uS9H3XWLrTT63yTOHVWdcO7ohCznlpqHXgkS7H/UHKGEgx1mvVL98WFZ9V6Ebkngjydp4hjk3LgRYW27g9dF9tiOGoMREXrhUm+j5NhtPwN+XX7ZkwXdwbdBb7cKJqvMWv5Nu3di0IpJV0ZnCAFCgBAgBAgBQoAQuKcI3AbnRk9zwLYsYbN4ZheFkkVhhTvjK4GDkSDQjCK5gFx4487k3GHIHQhyc8n00Iz7L+tNScO48RS8dDfEmdZ6kR+2NrspGju0QWgNNDJxgSJLr42cG7rgj/kSImHnXKF71P2Jse0+6nbj7U7BuaG6T+1SIqsG4q7uG0R3bebc0IThTyxmoKyJc496W21YCJ20LeHU3H/fYEzohctIX43dPWTVS/Xu5wyCH4zdvRr6XrTqRyTxluGjNCFACBAChAAhQAg8KARunnOjj5GNOrjb+7nXesy4j79ABCUMTtolIaL23lSsR/XulwTx4Wt0a811LdCW0ahQAQW4A8FYWSWqw3c2CtWfXfdAqGIjz87i3PZe7FE7Ku+9reJagRVXShbDhQG/kjDpLL8lUQ2JbgkWUZgvF2MrnBvIdGEFXXw8Am+BiYrLk3KJn0eV9GWLewIRGtuiNeTcmm5JGF75zgvG1nuesOL03tYYUxxmGzi3qBOsSC3Go/MMdi2mqHdjpku39QjurPTSGY1FG1m/5wPnQPdxnjRFKUKAECAECAFCgBAgBO4/AjfNubnXC/sMRNTVw7H/vlHZEWq+KLstx07xvjk1K2LkAmev9xNjkU5z5D8kk3OH6PuPFRrovy+qAUXsaXnwtLol2KXKm24LOj8Cb4OxtHsy5x6PuLhXyom9knRLuNWmwrmD8WnkmQSUzp930HVJ396o2e8ljyXHTusJq+xGfs1l29PhKxHCR7B77lwlOG5ZiY9tjMf5tCurywjOHfi+5+oK7oG7bbGnXS9woZYjgxg7OOs7n/st0Wjer1CYEaNMv4QAIUAIEAKEACFACDw0BG6Wc5/3qhGNjji3BKc/OqgXmFV+xUPSgEmlZucXorme5J0jR7cEK/7m9iDoTPyHTPFxGxpQI59PtKHEKqIuDYO4815vvVDeGyqWkVm6JaA/UwCtmBzOzXuqcG6p81us/AZZMXc0vtJwInl/tPyIAtzEJTAB1PlJTKah5yIbKMlUeIXoJ1Fo7GAxHjAoYspWYcnSjEpDuJ1iY7OaGxxHag7uOnI6LiumQ/fSYnL1FuiIECAECAFCgBAgBAiB+47AzXLuMHC3Wy64y4hpKwDon/WaqxZjhfoBevYIvf4LCFjTPlXUuVF1WNZahkqy5dypoUGyGwm5v/Wqkp4GONqT/QaCtkZH1eSOYuigDrfUee5pROhzc/cdmtSc92O4J+wOBecW7rllfW6szsy5VY3ty6ENYTVr3a8cIondKvc9dtZlUqtkwz2HSvcLriXWhMeYqLjX2yjVtrrOmRdccecn7cSPOuRBjXnGihlhO7Eaqbkczm1yt6LcBB0QAoQAIUAIEAKEACFwzxG4Yc4doyXRVoz5Yq02e1+QPl55vQ10aMGs2htOwUWpS2941O1/FYdZ+tzf+va+60mO8LAA6pFzIXdcgUgYWbK4CIsCd7sE2smvUKStLhiibL43OHaH3+AWDLWhDkYkpY44N6qUpFQuYElg5twQ/VERRV957qdYGURit1K/ueK1ZBmpZRs761zzpIqxOZWS8oFqiIlXuKydsepB3Ae5BE9LzRHnTsNDZwgBQoAQIAQIAUJgYRC4A5wborL7XAUk+IICb6vcPvZciM1uVV5zmmscEKB0Bjk3cFZWfatywTN7mUVmf+m6DCxZzRR86dY3YkkwtJtWCo9LpGtD94IVOdA6KHhIMXfisnDSzLkHU+lGJ6ojWCU6hJGYukSC4Xq0lmBWpX2c5zZE59w8NKZVa78ClfvK66GswZPcCy5OIlUW4twSLpQkBAgBQoAQIAQIgUVD4G5w7jAML4a9rUqBMWu1KdSUUechj3Yj535qDxTPGF5/q8hMHqODs0EWf0+z5NznYFbOje4FYwvFSM6d3cInMNHsfdMyCFUUo/ePE7vEqt3PcE0KwBkMdovCkR8WP+1AsJ8TrHns2mugP98+HjqgycMKT5vdDD/ZEucOvKMmRLhZqnPRuHdY56NmKitRfOLc2njSISFACBAChAAhQAgsEgJ3gHOf91u/4T6al2t7rhISHC35kviF+sCgukhKPQN8Z6cDWOpl8fhq2PlNuYwR0ZMgL8acyskszu33t8CpH9xM4lwlBPeCslw8m3N7H8CDYROCyJg8Xit9iA78T117r1l7ZBn6jw2JAO/g3Q//qp2P/c4mLG/YSiPS5wmD0SEy6QzokHO3nE+dOqjds8JGdySp7vinnSooxDO2ymNbjp3n6NwQgY0cHa6CM8NlHrJecnoImvRLJe4AsbSnaoyb7pfOEQKEACFACBAChAAhcB8RuCXOfTWwn5Sb7yN9huF+rb7f94wKCrGRohHdK390IrvMw/TJyDeqbZhqGL4uWo/K1U3b4drkpjz6OeSyRt0S9N69XN5odmV/KRD5xU5iamZzbu7ShC2V6vtZEnm9L+GFU7eWyxttc//90SjybRIMD+3u0QDdCHrdp4WqtrwJw/Bq7O63nURdPmlr/L6JRqW+u1PP0ELxvQ+xqr0/UN2f2yLY0ITEe1UdKGmfUreHAMQ2qqORMSus1O1cHaRUL4PBTlH3eIOZxsedxrNopV3Z7AzSEWdTdS3wCX902Kw8guWu9ajSPJQjuk5GBdf86X0zf3jQrK5wy5lCaa3ZywpcNbmFRcgx+xDgi1OORq1cT8+3oT86atf5ECyV6rvObOO6CKir9+h/7jXjSWNLCWysZkyOlCLqPIOCJC6HSv1PZv0JhOYUOmDQ3CqYc8Zns4oE5317g0dChBgjpjclruMhJG6Jc99v6FBPQ3GpMsv9XEFxSQNEKasH3lQu0gEhcMMIoH6XVa7vO+6x09kAE4va4bRLo+BTC+PL6lOzd1izGCttdJxjt3/AVZW4O6Mbvrt70Rz3mFSo7vb6x/3edgWgy3MWpN7UeQ922XRdtUhtr/wchsA94vtXBYoFq2IXH80xBBxhMWq7EJHXUgK08TotPgT9wxaMaxJXOG6aEhECGCyPFdbavQ/ulHDxeYat1DtH4iG3ktDU/kk3JQNq11fhbSntjwj3PATOezCDM31in6MIH1a2VG0f9t3jfo+/Kav21ELHvDbv5jXi3HdzXKhXhMDtI4CioGLrU7y+5HLrujONWPpy0HrMBUjq1IxxqWTWyKl5cU91znn7d38nehCctCH0rmQRjnJrJWRsdke93hofAkXO7X9oWGqdketPq+XGQ51d6aJdmWMIIre2+qixJEAbWrfLbwEPnExvgfnpCgbtx4zJDm1xMZkH10UfnnJ5GRPFtbAzJxqcmtSlkbk7C3323GmsmCb2HFAyi4w6K4w9bg0kVdXgY9PKdneR08h9uUSc+76MFPWTELhhBNAFexJQCVv/2i1PNSGiGO9xq/VCF4cMdi2mczuv+4RZ8gf1hm/07jaHYbw0647AbTIm7DTyuo5yvmprp6rJuYf7pYIu+eY++IWBdV6ti3ZtniHA6L/KOifSGxRKC95hvfxIeLKKEEWXABSU1/R8YdRk1VUuxJlmqZkkKTx+V2OMNT4oi0hcC1kiKlySGVM43Vk1R/deoGVb5EPQsAIPCiu12hN9Ys/AJbfIuN94ZKVczz3wF4E4d8ajQqcJgQVHgId93dEMW3FCnBQ6FHcMQUCe8ggEbualULILDvHE20e4foq9lPL86Nr/cba4jufC/d/qW8871Dm3sVWu3ppBR4wlFuTkPEOAYKrcDgXbUYgGI3IXTp3Rq2GEJhy+hs0eLYgE34Wzz8xFcOZRlz1hGKJ03DgKqG0sAjObq1z4s+iF2XpmD32+gaZuYBrhmaMIj7vycBefxLmNTwqdJAQWHgEUactaDYiI1/uJGZzkyGihuyFrC/QUdM6NPL761gu+OO2NEljwWcuV6cyh5BYWJY0ibaYve8LBDojw+kaj8wgaDHeF/kmRmqTIh46g72yk1b71TIt4PN8QXPQbS4yttPoYJS0c91urEDY4S4YanLttiCtc7mQwyEVEPrlnFGmzlrb6D8GprqSuk+SHVA7nTglWw5DrrmSEzFMrXuCj044w4OYR/abg3HMUwdWpJXaEHh7cxLkf3pjSHREC3wMBHlvqUAuWNHG2DYavSsxquqiip3NudNpTXq+VmFXZ7vWPXWe/jpuVjT5t6aYHDeFKUwQzn5CKj9/VLBapLkzDublKvTVp+0JqYWGS8w5BeDGwn3G1V/z/WdvV3iQOIa5sMUe5faooQiwMxBNvNGPOMU9QUW1o9qBuNYRh8LEJUKf4HAaty4tzN7GLC5YhY0TyUJiyCJegl7K2L/JauCfXiHPfk4GibhICN4yA+ZM2aeo8s0vMim3FjJxbc37CTdenUVC+YQBuv7n5CB9aj5VeR6Zikzk390JgNRJ/prd/53emB/MNweWgDYJt7vAnWlhaUfgC9da+DhTXMe+mdQqk1vKwjzLmHPMEJaAwGEQKk2Kdc3NNbjIgFtBN/s0YkbyC0xTxBxB9nMVzV1599/Yace57O3TUcULghyJg/qTlT50QclUWl5o5t66LzBUbpo0D9UNv+m5VPg/hw0hhK4m2dz7nDr50we2X5EPtbiFw672ZewhYqX0iya3Pu1WmvBr6nV2NOk8ZE7sT+tWFPs6Yc8wTVIIU9xVorSa+Aq31GrjO1Dj3Q1dmSBD5bqmMEcmrf2IR391Gwj29I9S85u7uNeLcd3dsqGeEwG0ikKPPrTkzEb0cvi5pSqtmzp2yj5moLCFaWLDfPGVi8xIFTcFKspZCDuf2P7VBsWeprlmnLRjKubc7+xCE3PhYV9ThSsk1x6hhgl2IPAzq2ly53VuIi3n63M2P0sImhcb42OZRh6JgUleDFmPWK8VbIBpo6looqZrohIzARAItZ+bp3CJXXm8DXNiXXw3yrFTStd7DM8S57+GgUZcJgRtAgFMHTSbEjcp1PsF7gy5NJBVWNckNbuCbx4hzTzt86DRDhwu/XvpeAa+Rf9hU4JMjxZLSe98AsdJKy53G2/q0HX54+WYdglBzCxgjkrP4ifJMEtzGVS1aIvJbopp8IJ5TOqoXgKEcIdZ8w7NoFG5NYQ4o6vj/N0r//4+3AY09gHBr+XJhUhh4rm3+DXz9J+zGDj3R0Tb30IuzURePhgBdQoDU87k/3Dh44AAqmpnLy8ubPRMkCLnZ+sPOQl5etAOnISX4aLWHJVJJPRz6+4tz6FGwscWHl9enad2BAwcvvIDVaQ/WZYOGlby7hv+wEpZQJUmI1Cj4/x8yNJ65EW3EDnzaDGSc+8POGh8TFfSZCnAjEu0UapKcOmwVk3E+9/9zM5310QPzweJgtLPqcUxKDNuQpJLHcDegcVqAQwtk5wOvTjbR1xvjtGGISIy2uYdIRI06czQE6B4CkJEk5HsoD9So8PISdw8l2LXoa0vARweg3V4O2UM5vPfNkB11WC5BnB/My0vC8B6W4VXw9jKUK/rIdt8I0Eh6FECa6WjruUHXZcO3OkAPykC6qPI/5N7W0ePqsKYozHsowWkY3z2U4Gk6eICDTH2zsViFF3KGKcKSc10qvLxYT+xGqBlloYcAjgY0ujJkPlYt38EVikrSiGlwA0MEAOMpIBLqikyFAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "1c99220e",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n",
    "![image-2.png](attachment:image-2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10c1b8e2",
   "metadata": {},
   "source": [
    "## 舆论因子"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5247f246",
   "metadata": {},
   "source": [
    "目前，国内热度较高的投资者交流社区有雪球网、股吧、集思录等。<br>\n",
    "我们也可以从新浪微博等社交媒体处获取相关的股票讨论信息，<br>\n",
    "然后经过文本情感分析算法，获得当下投资者对股票的情感信息，进而将其量化为因子。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d3e58185",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "091d11b2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82f99586",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
